{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ABU量化系统使用文档 \n",
    "\n",
    "<center>\n",
    "        <img src=\"./image/abu_logo.png\" alt=\"\" style=\"vertical-align:middle;padding:10px 20px;\"><font size=\"6\" color=\"black\"><b>第10节 比特币, 莱特币的回测</b></font>\n",
    "</center>\n",
    "\n",
    "-----------------\n",
    "\n",
    "作者: 阿布\n",
    "\n",
    "阿布量化版权所有 未经允许 禁止转载\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (欢迎+star)\n",
    "\n",
    "[本节ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上一节讲解的是港股市场的回测，以及使用AbuTLine.show_least_valid_poly优化策略，提高系统的稳定性，本节主要示例比特币与莱特币的走势分析与回测。\n",
    "\n",
    "首先导入需要使用的abupy中的模块： "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "enable example env will only read RomDataBu/df_kl.h5\n"
     ]
    }
   ],
   "source": [
    "# 基础库导入\n",
    "\n",
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "warnings.simplefilter('ignore')\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "\n",
    "# 使用沙盒数据，目的是和书中一样的数据环境\n",
    "abupy.env.enable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import AbuFactorAtrNStop, AbuFactorPreAtrNStop, AbuFactorCloseAtrNStop, AbuFactorBuyBreak, ABuProgress\n",
    "from abupy import abu, EMarketTargetType, AbuMetricsBase, ABuSymbolPd, tl, get_price, ABuMarketDrawing, ABuKLUtil"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 比特币, 莱特币的走势数据分析\n",
    "\n",
    "abupy内置沙盒数据中：\n",
    "\n",
    "* 比特币的数据是从2013-09-01至2017-07-26\n",
    "* 莱特币的数据是从2014-03-19至2017-07-26\n",
    "\n",
    "很多人说做币类市场更容易，因为整个市场就两个能做的票，比特币，莱特币，但是真的是这样吗？\n",
    "\n",
    "量化策略失败结果的人工分析，是对策略结果影响非常大的一个环节，但是在失败结果分析前，对交易目标的历史数据进行\n",
    "分析也是对策略结果影响非常大的一个环节，通过观察交易目标，分析价格走势，趋势的分布，策略的适配度，以致生成定制针对交易目标的特定策略都是在这个环节中涉及的，由于本文只是abupy使用文档，所以不涉及与交易牵扯过深的知识，本节只示例一些简单的数据分析以及可视化分析技巧。\n",
    "\n",
    "首先使用ABuSymbolPd.make_kl_df接口将btc和ltc沙盒中的数据请求到对象btc，ltc中：\n",
    "\n",
    "备注：下面使用btc.tail(7)可以看到交易日是连续的，因为比特币和莱特币一年365天都可交易"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>volume</th>\n",
       "      <th>date</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>date_week</th>\n",
       "      <th>p_change</th>\n",
       "      <th>key</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-07-20</th>\n",
       "      <td>16070.00</td>\n",
       "      <td>17519.83</td>\n",
       "      <td>17840.01</td>\n",
       "      <td>15666.00</td>\n",
       "      <td>17327</td>\n",
       "      <td>20170720</td>\n",
       "      <td>16070.00</td>\n",
       "      <td>3</td>\n",
       "      <td>9.022</td>\n",
       "      <td>1418</td>\n",
       "      <td>1617.3395</td>\n",
       "      <td>1749.5687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-21</th>\n",
       "      <td>17520.00</td>\n",
       "      <td>18330.00</td>\n",
       "      <td>19779.72</td>\n",
       "      <td>17450.13</td>\n",
       "      <td>22751</td>\n",
       "      <td>20170721</td>\n",
       "      <td>17519.83</td>\n",
       "      <td>4</td>\n",
       "      <td>4.624</td>\n",
       "      <td>1419</td>\n",
       "      <td>1807.5559</td>\n",
       "      <td>2010.9222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-22</th>\n",
       "      <td>18342.00</td>\n",
       "      <td>18657.00</td>\n",
       "      <td>19388.00</td>\n",
       "      <td>17908.00</td>\n",
       "      <td>16133</td>\n",
       "      <td>20170722</td>\n",
       "      <td>18330.00</td>\n",
       "      <td>5</td>\n",
       "      <td>1.784</td>\n",
       "      <td>1420</td>\n",
       "      <td>1813.0663</td>\n",
       "      <td>1991.8886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-23</th>\n",
       "      <td>18635.01</td>\n",
       "      <td>18362.10</td>\n",
       "      <td>19000.00</td>\n",
       "      <td>17380.00</td>\n",
       "      <td>13963</td>\n",
       "      <td>20170723</td>\n",
       "      <td>18657.00</td>\n",
       "      <td>6</td>\n",
       "      <td>-1.581</td>\n",
       "      <td>1421</td>\n",
       "      <td>1795.5148</td>\n",
       "      <td>1942.3034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-24</th>\n",
       "      <td>18362.18</td>\n",
       "      <td>18379.62</td>\n",
       "      <td>18668.00</td>\n",
       "      <td>17718.22</td>\n",
       "      <td>8248</td>\n",
       "      <td>20170724</td>\n",
       "      <td>18362.10</td>\n",
       "      <td>0</td>\n",
       "      <td>0.095</td>\n",
       "      <td>1422</td>\n",
       "      <td>1718.6298</td>\n",
       "      <td>1809.9670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-25</th>\n",
       "      <td>18379.80</td>\n",
       "      <td>17763.31</td>\n",
       "      <td>18898.00</td>\n",
       "      <td>17416.00</td>\n",
       "      <td>14956</td>\n",
       "      <td>20170725</td>\n",
       "      <td>18379.62</td>\n",
       "      <td>1</td>\n",
       "      <td>-3.353</td>\n",
       "      <td>1423</td>\n",
       "      <td>1697.1180</td>\n",
       "      <td>1766.2380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-07-26</th>\n",
       "      <td>17751.34</td>\n",
       "      <td>17200.00</td>\n",
       "      <td>17910.00</td>\n",
       "      <td>17000.00</td>\n",
       "      <td>4789</td>\n",
       "      <td>20170726</td>\n",
       "      <td>17763.31</td>\n",
       "      <td>2</td>\n",
       "      <td>-3.171</td>\n",
       "      <td>1424</td>\n",
       "      <td>1668.2546</td>\n",
       "      <td>1714.6890</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                open     close      high       low  volume      date  \\\n",
       "2017-07-20  16070.00  17519.83  17840.01  15666.00   17327  20170720   \n",
       "2017-07-21  17520.00  18330.00  19779.72  17450.13   22751  20170721   \n",
       "2017-07-22  18342.00  18657.00  19388.00  17908.00   16133  20170722   \n",
       "2017-07-23  18635.01  18362.10  19000.00  17380.00   13963  20170723   \n",
       "2017-07-24  18362.18  18379.62  18668.00  17718.22    8248  20170724   \n",
       "2017-07-25  18379.80  17763.31  18898.00  17416.00   14956  20170725   \n",
       "2017-07-26  17751.34  17200.00  17910.00  17000.00    4789  20170726   \n",
       "\n",
       "            pre_close  date_week  p_change   key      atr21      atr14  \n",
       "2017-07-20   16070.00          3     9.022  1418  1617.3395  1749.5687  \n",
       "2017-07-21   17519.83          4     4.624  1419  1807.5559  2010.9222  \n",
       "2017-07-22   18330.00          5     1.784  1420  1813.0663  1991.8886  \n",
       "2017-07-23   18657.00          6    -1.581  1421  1795.5148  1942.3034  \n",
       "2017-07-24   18362.10          0     0.095  1422  1718.6298  1809.9670  \n",
       "2017-07-25   18379.62          1    -3.353  1423  1697.1180  1766.2380  \n",
       "2017-07-26   17763.31          2    -3.171  1424  1668.2546  1714.6890  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# btc是比特币symbol代号\n",
    "btc = ABuSymbolPd.make_kl_df('btc', start='2013-09-01', end='2017-07-26')\n",
    "# ltc是莱特币symbol代号\n",
    "ltc = ABuSymbolPd.make_kl_df('ltc', start='2014-03-19', end='2017-07-26')\n",
    "btc.tail(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面通过ABuMarketDrawing.plot_simple_two_stock缩放到一个级别上进行走势对比，走势基本相似，ltc的启动要慢btc:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SRpKF1aNqRwACAAAAGoVbuBGqNDHseNcLY0LAN7EC1J6uAI2fPlftCEAAAABAgxjfBEHK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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x106282518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ABuMarketDrawing.plot_simple_two_stock({'btc': btc, 'ltc': ltc})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由于最近一年的走势和之前差别很大，所以单独切割出btc365, ltc365："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "btc365 = btc[-365:]\n",
    "ltc365 = ltc[-365:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用ABuKLUtil.date_week_wave统计交易日震荡幅度可以发现:\n",
    "\n",
    "* 不管周几，每一天的比特币的震荡幅度不管是最近一年还是之前的走势都大概在每天5%上下\n",
    "* 不管周几，每一天的莱特币的震荡幅度不管是最近一年还是之前的走势都大概在每天6%上下"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btcwave</th>\n",
       "      <th>btc365wave</th>\n",
       "      <th>ltcwave</th>\n",
       "      <th>ltc365wave</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>周一</th>\n",
       "      <td>5.0108</td>\n",
       "      <td>4.1032</td>\n",
       "      <td>5.7683</td>\n",
       "      <td>7.0101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周二</th>\n",
       "      <td>5.5610</td>\n",
       "      <td>4.5661</td>\n",
       "      <td>5.7854</td>\n",
       "      <td>6.1302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周三</th>\n",
       "      <td>5.4437</td>\n",
       "      <td>5.2015</td>\n",
       "      <td>6.1769</td>\n",
       "      <td>6.6820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周四</th>\n",
       "      <td>5.7275</td>\n",
       "      <td>5.2758</td>\n",
       "      <td>6.4790</td>\n",
       "      <td>7.1251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周五</th>\n",
       "      <td>5.3008</td>\n",
       "      <td>4.8591</td>\n",
       "      <td>7.0895</td>\n",
       "      <td>6.4484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周六</th>\n",
       "      <td>4.7875</td>\n",
       "      <td>4.7460</td>\n",
       "      <td>5.5900</td>\n",
       "      <td>6.1452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周日</th>\n",
       "      <td>4.6528</td>\n",
       "      <td>4.1319</td>\n",
       "      <td>5.7274</td>\n",
       "      <td>5.2575</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           btcwave  btc365wave  ltcwave  ltc365wave\n",
       "date_week                                          \n",
       "周一          5.0108      4.1032   5.7683      7.0101\n",
       "周二          5.5610      4.5661   5.7854      6.1302\n",
       "周三          5.4437      5.2015   6.1769      6.6820\n",
       "周四          5.7275      5.2758   6.4790      7.1251\n",
       "周五          5.3008      4.8591   7.0895      6.4484\n",
       "周六          4.7875      4.7460   5.5900      6.1452\n",
       "周日          4.6528      4.1319   5.7274      5.2575"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.date_week_wave({'btc': btc, 'btc365':btc365, 'ltc':ltc, 'ltc365':ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面统计周期内的上涨均值，下跌均值，以及数量，比值：\n",
    "\n",
    "使用ABuKLUtil.p_change_stats可以发现:\n",
    "\n",
    "* 比特币最近一年日涨跌幅度呈现稳定趋势：(up:2.615->2.264↓, down:-2.422->-2.135↓)\n",
    "* 比特币最近一年的大趋势并不是每天的大幅拉升:日平均涨跌比1.080－>1.061↓，而是上涨的交易日远大于下跌的数量：上涨下跌数量比1.183－>1.411↑\n",
    "* 莱特币最近一年日涨跌幅度呈现趋势上升：(up:3.275->3.645↑, down:-2.773->--2.421↓)\n",
    "* 莱特币最近一年的大趋势是每天的大幅拉升:日平均涨跌比1.181－>1.5051↑，上涨的交易日远大于下跌的数量：上涨下跌数量比0.980－>1.151↑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "btc日涨幅平均值2.615, 共770个交易日上涨走势\n",
      "btc日跌幅平均值-2.422, 共651个交易日下跌走势\n",
      "btc日平均涨跌比1.080, 上涨下跌数量比:1.183\n",
      "\n",
      "btc365日涨幅平均值2.264, 共213个交易日上涨走势\n",
      "btc365日跌幅平均值-2.135, 共151个交易日下跌走势\n",
      "btc365日平均涨跌比1.061, 上涨下跌数量比:1.411\n",
      "\n",
      "ltc日涨幅平均值3.275, 共596个交易日上涨走势\n",
      "ltc日跌幅平均值-2.773, 共608个交易日下跌走势\n",
      "ltc日平均涨跌比1.181, 上涨下跌数量比:0.980\n",
      "\n",
      "ltc365日涨幅平均值3.645, 共191个交易日上涨走势\n",
      "ltc365日跌幅平均值-2.421, 共166个交易日下跌走势\n",
      "ltc365日平均涨跌比1.505, 上涨下跌数量比:1.151\n",
      "\n"
     ]
    }
   ],
   "source": [
    "ABuKLUtil.p_change_stats({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如下ABuKLUtil.wave_change_rate所示比特币和莱特币日振幅涨跌幅比都在2.0以上, 具备日交易进行统计套利的条件：\n",
    "\n",
    "备注：美股市场在1.8以上认为具有统计套利条件, 另外还有成交量等几个参数需要综合计算，之后的章节会具体讲解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "btc日振幅涨跌幅比：2.068436\n",
      "ltc日振幅涨跌幅比：2.051736\n"
     ]
    }
   ],
   "source": [
    "ABuKLUtil.wave_change_rate({'btc': btc, 'ltc': ltc})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用ABuKLUtil.date_week_win查看每天的涨跌概率：\n",
    "\n",
    "* 比特币周一周二周五上涨概率都接近60%，周六下跌概率大，且最近一年更是周一到周五每天都有接近60%上涨概率\n",
    "* 莱特币上涨概率大于下跌概率最近一年，之前无明显套利模式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>btcwin</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>btc365win</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>ltcwin</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>ltc365win</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>周一</th>\n",
       "      <td>86</td>\n",
       "      <td>118</td>\n",
       "      <td>0.5784</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>0.6154</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>0.5192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周二</th>\n",
       "      <td>87</td>\n",
       "      <td>117</td>\n",
       "      <td>0.5735</td>\n",
       "      <td>19</td>\n",
       "      <td>33</td>\n",
       "      <td>0.6346</td>\n",
       "      <td>97</td>\n",
       "      <td>78</td>\n",
       "      <td>0.4457</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>0.4038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周三</th>\n",
       "      <td>96</td>\n",
       "      <td>108</td>\n",
       "      <td>0.5294</td>\n",
       "      <td>23</td>\n",
       "      <td>30</td>\n",
       "      <td>0.5660</td>\n",
       "      <td>84</td>\n",
       "      <td>92</td>\n",
       "      <td>0.5227</td>\n",
       "      <td>23</td>\n",
       "      <td>30</td>\n",
       "      <td>0.5660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周四</th>\n",
       "      <td>103</td>\n",
       "      <td>100</td>\n",
       "      <td>0.4926</td>\n",
       "      <td>20</td>\n",
       "      <td>32</td>\n",
       "      <td>0.6154</td>\n",
       "      <td>94</td>\n",
       "      <td>81</td>\n",
       "      <td>0.4629</td>\n",
       "      <td>21</td>\n",
       "      <td>31</td>\n",
       "      <td>0.5962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周五</th>\n",
       "      <td>76</td>\n",
       "      <td>127</td>\n",
       "      <td>0.6256</td>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>0.6923</td>\n",
       "      <td>80</td>\n",
       "      <td>95</td>\n",
       "      <td>0.5429</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>0.5385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周六</th>\n",
       "      <td>107</td>\n",
       "      <td>96</td>\n",
       "      <td>0.4729</td>\n",
       "      <td>31</td>\n",
       "      <td>21</td>\n",
       "      <td>0.4038</td>\n",
       "      <td>101</td>\n",
       "      <td>74</td>\n",
       "      <td>0.4229</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>0.5000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周日</th>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>0.5098</td>\n",
       "      <td>23</td>\n",
       "      <td>29</td>\n",
       "      <td>0.5577</td>\n",
       "      <td>90</td>\n",
       "      <td>85</td>\n",
       "      <td>0.4857</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>0.5385</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             0    1  btcwin   0   1  btc365win    0   1  ltcwin   0   1  \\\n",
       "date_week                                                                 \n",
       "周一          86  118  0.5784  20  32     0.6154   84  91  0.5200  25  27   \n",
       "周二          87  117  0.5735  19  33     0.6346   97  78  0.4457  31  21   \n",
       "周三          96  108  0.5294  23  30     0.5660   84  92  0.5227  23  30   \n",
       "周四         103  100  0.4926  20  32     0.6154   94  81  0.4629  21  31   \n",
       "周五          76  127  0.6256  16  36     0.6923   80  95  0.5429  24  28   \n",
       "周六         107   96  0.4729  31  21     0.4038  101  74  0.4229  26  26   \n",
       "周日         100  104  0.5098  23  29     0.5577   90  85  0.4857  24  28   \n",
       "\n",
       "           ltc365win  \n",
       "date_week             \n",
       "周一            0.5192  \n",
       "周二            0.4038  \n",
       "周三            0.5660  \n",
       "周四            0.5962  \n",
       "周五            0.5385  \n",
       "周六            0.5000  \n",
       "周日            0.5385  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.date_week_win({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用ABuKLUtil.date_week_mean查看每天的带正负的涨跌mean：\n",
    "\n",
    "* 莱特币最近一年平均都为正，且最大周三周四有1以上\n",
    "* 比特币一直以来的数据都显示周一周二具有安全的套利空间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btc_p_change</th>\n",
       "      <th>btc365_p_change</th>\n",
       "      <th>ltc_p_change</th>\n",
       "      <th>ltc365_p_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_week</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>周一</th>\n",
       "      <td>0.8582</td>\n",
       "      <td>0.5385</td>\n",
       "      <td>0.6145</td>\n",
       "      <td>0.9125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周二</th>\n",
       "      <td>0.6234</td>\n",
       "      <td>1.1676</td>\n",
       "      <td>0.2922</td>\n",
       "      <td>0.4649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周三</th>\n",
       "      <td>-0.0234</td>\n",
       "      <td>0.2435</td>\n",
       "      <td>0.4073</td>\n",
       "      <td>1.2143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周四</th>\n",
       "      <td>0.2149</td>\n",
       "      <td>0.9369</td>\n",
       "      <td>-0.2075</td>\n",
       "      <td>1.8159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周五</th>\n",
       "      <td>0.4270</td>\n",
       "      <td>0.1796</td>\n",
       "      <td>0.4723</td>\n",
       "      <td>0.2461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周六</th>\n",
       "      <td>-0.0676</td>\n",
       "      <td>-0.3809</td>\n",
       "      <td>-0.4483</td>\n",
       "      <td>0.4824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>周日</th>\n",
       "      <td>0.1117</td>\n",
       "      <td>0.3871</td>\n",
       "      <td>0.3843</td>\n",
       "      <td>0.4972</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           btc_p_change  btc365_p_change  ltc_p_change  ltc365_p_change\n",
       "date_week                                                              \n",
       "周一               0.8582           0.5385        0.6145           0.9125\n",
       "周二               0.6234           1.1676        0.2922           0.4649\n",
       "周三              -0.0234           0.2435        0.4073           1.2143\n",
       "周四               0.2149           0.9369       -0.2075           1.8159\n",
       "周五               0.4270           0.1796        0.4723           0.2461\n",
       "周六              -0.0676          -0.3809       -0.4483           0.4824\n",
       "周日               0.1117           0.3871        0.3843           0.4972"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.date_week_mean({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面使用ABuKLUtil.p_change_bcut_vc统计：\n",
    "\n",
    "* 比特币和莱特币最频繁区间是(-3, 0], (0, 3]\n",
    "* 比特币和莱特币在(-inf, -10]和(10, inf]的分布都有1%以上，莱特币(-inf, -10]：0.0228有2%以上，属于危险交易品种"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btc</th>\n",
       "      <th>btcrate</th>\n",
       "      <th>btc365</th>\n",
       "      <th>btc365rate</th>\n",
       "      <th>ltc</th>\n",
       "      <th>ltcrate</th>\n",
       "      <th>ltc365</th>\n",
       "      <th>ltc365rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>(-10, -7]</th>\n",
       "      <td>19</td>\n",
       "      <td>0.0133</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0164</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0237</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(-3, 0]</th>\n",
       "      <td>491</td>\n",
       "      <td>0.3446</td>\n",
       "      <td>116</td>\n",
       "      <td>0.3178</td>\n",
       "      <td>449</td>\n",
       "      <td>0.3662</td>\n",
       "      <td>130</td>\n",
       "      <td>0.3562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(-7, -3]</th>\n",
       "      <td>116</td>\n",
       "      <td>0.0814</td>\n",
       "      <td>24</td>\n",
       "      <td>0.0658</td>\n",
       "      <td>124</td>\n",
       "      <td>0.1011</td>\n",
       "      <td>32</td>\n",
       "      <td>0.0877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(-inf, -10]</th>\n",
       "      <td>29</td>\n",
       "      <td>0.0204</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0164</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(0, 3]</th>\n",
       "      <td>555</td>\n",
       "      <td>0.3895</td>\n",
       "      <td>154</td>\n",
       "      <td>0.4219</td>\n",
       "      <td>421</td>\n",
       "      <td>0.3434</td>\n",
       "      <td>136</td>\n",
       "      <td>0.3726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(10, inf]</th>\n",
       "      <td>28</td>\n",
       "      <td>0.0196</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0137</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0367</td>\n",
       "      <td>21</td>\n",
       "      <td>0.0575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(3, 7]</th>\n",
       "      <td>149</td>\n",
       "      <td>0.1046</td>\n",
       "      <td>46</td>\n",
       "      <td>0.1260</td>\n",
       "      <td>103</td>\n",
       "      <td>0.0840</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>(7, 10]</th>\n",
       "      <td>38</td>\n",
       "      <td>0.0267</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0219</td>\n",
       "      <td>27</td>\n",
       "      <td>0.0220</td>\n",
       "      <td>8</td>\n",
       "      <td>0.0219</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             btc  btcrate  btc365  btc365rate  ltc  ltcrate  ltc365  \\\n",
       "(-10, -7]     19   0.0133       6      0.0164   29   0.0237       6   \n",
       "(-3, 0]      491   0.3446     116      0.3178  449   0.3662     130   \n",
       "(-7, -3]     116   0.0814      24      0.0658  124   0.1011      32   \n",
       "(-inf, -10]   29   0.0204       6      0.0164   28   0.0228       6   \n",
       "(0, 3]       555   0.3895     154      0.4219  421   0.3434     136   \n",
       "(10, inf]     28   0.0196       5      0.0137   45   0.0367      21   \n",
       "(3, 7]       149   0.1046      46      0.1260  103   0.0840      26   \n",
       "(7, 10]       38   0.0267       8      0.0219   27   0.0220       8   \n",
       "\n",
       "             ltc365rate  \n",
       "(-10, -7]        0.0164  \n",
       "(-3, 0]          0.3562  \n",
       "(-7, -3]         0.0877  \n",
       "(-inf, -10]      0.0164  \n",
       "(0, 3]           0.3726  \n",
       "(10, inf]        0.0575  \n",
       "(3, 7]           0.0712  \n",
       "(7, 10]          0.0219  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.bcut_change_vc({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面使用bcut_change_vc无法知道(-inf, -10]和(10, inf]的正无穷与无穷的具体数值，使用qcut_change_vc：\n",
    "\n",
    "* 比特币loss10: [-26.895, -3.284] , top10：(4.182, 38.786]\n",
    "* 比特币最近一年风险下降：loss10: [-16.273, -2.783], top10：(3.948, 15.22]\n",
    "* 莱特币loss10: [-28.48, -4.1]， top10：(4.405, 41.083]\n",
    "* 莱特币最近一年继续呈现高风险loss10：[-22.823, -3.229] 高收益top10：(5.0606, 37.505]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btcchange</th>\n",
       "      <th>btc365change</th>\n",
       "      <th>ltcchange</th>\n",
       "      <th>ltc365change</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[-26.895, -3.284]</td>\n",
       "      <td>[-16.273, -2.783]</td>\n",
       "      <td>[-28.48, -4.1]</td>\n",
       "      <td>[-22.823, -3.229]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(-3.284, -1.547]</td>\n",
       "      <td>(-2.783, -1.056]</td>\n",
       "      <td>(-4.1, -2.022]</td>\n",
       "      <td>(-3.229, -1.375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(-1.547, -0.8]</td>\n",
       "      <td>(-1.056, -0.424]</td>\n",
       "      <td>(-2.022, -0.922]</td>\n",
       "      <td>(-1.375, -0.655]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(-0.8, -0.224]</td>\n",
       "      <td>(-0.424, -0.071]</td>\n",
       "      <td>(-0.922, -0.389]</td>\n",
       "      <td>(-0.655, -0.226]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(-0.224, 0.143]</td>\n",
       "      <td>(-0.071, 0.272]</td>\n",
       "      <td>(-0.389, 0]</td>\n",
       "      <td>(-0.226, 0.078]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>(0.143, 0.568]</td>\n",
       "      <td>(0.272, 0.698]</td>\n",
       "      <td>(0, 0.413]</td>\n",
       "      <td>(0.078, 0.453]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>(0.568, 1.108]</td>\n",
       "      <td>(0.698, 1.316]</td>\n",
       "      <td>(0.413, 0.977]</td>\n",
       "      <td>(0.453, 0.913]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>(1.108, 2.171]</td>\n",
       "      <td>(1.316, 2.334]</td>\n",
       "      <td>(0.977, 1.889]</td>\n",
       "      <td>(0.913, 1.957]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>(2.171, 4.182]</td>\n",
       "      <td>(2.334, 3.948]</td>\n",
       "      <td>(1.889, 4.405]</td>\n",
       "      <td>(1.957, 5.0606]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>(4.182, 38.786]</td>\n",
       "      <td>(3.948, 15.22]</td>\n",
       "      <td>(4.405, 41.083]</td>\n",
       "      <td>(5.0606, 37.505]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           btcchange       btc365change         ltcchange       ltc365change\n",
       "0  [-26.895, -3.284]  [-16.273, -2.783]    [-28.48, -4.1]  [-22.823, -3.229]\n",
       "1   (-3.284, -1.547]   (-2.783, -1.056]    (-4.1, -2.022]   (-3.229, -1.375]\n",
       "2     (-1.547, -0.8]   (-1.056, -0.424]  (-2.022, -0.922]   (-1.375, -0.655]\n",
       "3     (-0.8, -0.224]   (-0.424, -0.071]  (-0.922, -0.389]   (-0.655, -0.226]\n",
       "4    (-0.224, 0.143]    (-0.071, 0.272]       (-0.389, 0]    (-0.226, 0.078]\n",
       "5     (0.143, 0.568]     (0.272, 0.698]        (0, 0.413]     (0.078, 0.453]\n",
       "6     (0.568, 1.108]     (0.698, 1.316]    (0.413, 0.977]     (0.453, 0.913]\n",
       "7     (1.108, 2.171]     (1.316, 2.334]    (0.977, 1.889]     (0.913, 1.957]\n",
       "8     (2.171, 4.182]     (2.334, 3.948]    (1.889, 4.405]    (1.957, 5.0606]\n",
       "9    (4.182, 38.786]     (3.948, 15.22]   (4.405, 41.083]   (5.0606, 37.505]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.qcut_change_vc({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面通过数据的转换分析对比特币，莱特币进行了分析，下面通过可视化对比特币，莱特币进行分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2 比特币, 莱特币的走势可视化分析"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面封装一个函数使用AbuTLine中的可视化接口分析数据：\n",
    "\n",
    "备注: 关于AbuTLine中的具体实现以及接口的功能作用请阅读源代码AbuTLine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vjHAIz2OPkJ48hcQZX8/p2Jtqwh0/N0d2zvgkEhuIRF7A5/saHs9BOb1nXyTOm0vzI09g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\nAAfYC3zCMAx7bvZu4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d68b940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KJW53Uhpq8DZgD/BW4CHLsuKmaeZM09wBHAJupVQ2JyIiIiJl6fgBcIprsswN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T4unx0jElN5pBR6KjlycheHb2td1qNkGBazU1kunxtjZjLD9GSGmWSG1PzKgBOJqbR11lBbH6Gm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\nHrpWyAzi2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gghdjwJPkIIIYQQQogdT4KPEEIIIYQQYseT4COEEEIIIYTY8ST4CCGEEEII\nIXY8CT5CCCGEEEKIHU+CjxBCCCGEEGLH8231CXycaJrmAf4rcBwoAL+q63r31p7VJ4emae8C86W7\nvcDvA98CHOA88Bu6rttbc3Y7n6ZpdwH/Ttf1BzRN20uFz17TtL8P/EPABH5P1/UfbNkJ70DXtMFt\nwA+AD0u7/5uu69+WNtg4mqb5gf8JdAAq8HvAReRa2DSrtMEgci1sKk3TvMA3AA333/6vAXnkWthU\nq7SDH7keViU9PmvzZSCo6/rdwL8E/mCLz+cTQ9O0IKDouv5A6euXgf8IfF3X9fsABfjSlp7kDqZp\n2m8BfwQES5tWfPaapjUDvwncA3we+Leapqlbcb47UYU2uB34j0uuiW9LG2y4vwtMlf7dPwL8F+Ra\n2GyV2kCuhc33OICu6/cAX8f9Q6RcC5uvUjvI9XAd0uOzNvcCzwHouv6Wpml3bPH5fJIcB8Kapj2P\n++/2t3Ev7ldL+58FHgae3JrT2/F6gL8J/EnpfqXP3gJO67peAAqapnUDx4C3N/lcd6pKbaBpmvYl\n3L/s/RPgFNIGG+kvgb8q3VZw/3Iq18LmWq0N5FrYRLquf0/TtIUegwQwC3wOuRY21SrtINfDdUiP\nz9rEgbkl9y1N0yQ8bo4s8B9w/1Lxa8D/we0Bckr7U0DVFp3bjqfr+ncBY8mmSp/9tdeHtMk6qtAG\nZ4B/ruv6Z4CrwL9G2mBD6bqe1nU9pWlaDPeX768j18KmWqUN5FrYArqum5qm/THwn1n9Z7K0wwar\n0A5yPVyHBJ+1mQdiS+57dF03t+pkPmGuAH+q67qj6/oVYApoWrI/hvuXDrE5ls6lWvjsr70+pE02\n1pO6rr+zcBu4DWmDDadpWhvwMvAnuq7/GXItbLoKbSDXwhbRdf1rwH7ceSahJbvkWthE17TD83I9\nrE6Cz9qcBh4D0DTtU8C5rT2dT5RfoTSnStO0Vty/XjyvadoDpf2PAq9vzal9Ir1X4bM/A9ynaVpQ\n07Qq4CDuBFexMX6oadqp0u3PAu8gbbChNE1rAp4H/oWu6/+ztFmuhU20ShvItbDJNE37e5qm/X+l\nu1ncPwD8VK6FzbVKO/y1XA+rk2Faa/Mk8JCmaT/GHVv8y1t8Pp8k3wS+pWnaG7iVS34FmAS+oWla\nALjE4rhvsfH+Gdd89rquW5qm/SHuDzsP8Du6rue38iR3uF8H/rOmaQYwBvwDXdfnpQ021G8DNcDv\napr2u6Vt/xj4Q7kWNk2lNvinwH+Sa2FT/TXwvzRNew23itg/wf33Lz8XNleldhhEfjasSnEc58ZH\nCSGEEEIIIcTHmAx1E0IIIYQQQux4EnyEEEIIIYQQO54EHyGEEEIIIcSOJ8FHCCGEEEIIseNJ8BFC\nCCGEEELseBJ8hBBCCCGEEDueBB8hhBBCCCHEjvf/A06P8IHSIctlAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116e12978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uf7nbTKbQtq2sweAjSZKkBsvlqxWf+NraWfe08ZfvzfLqWy+jTP3L3XL5IoVi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\n8zC5eAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11674fc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "metrics_func rolling_mean=2940.278963120883, metrics_func y_fit=1674.1519187819645\n"
     ]
    },
    {
     "data": {
      "image/png": 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wvbZvCdpwoMRHRERERJIu1C7ZSWbik6g0FOakDeg+blcXrW4DHJoAkJ0er0Y1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SoXU2Ocjp3ldPwsC4VFAFyqi7e0HOd49HYGQ32oytZNkiCEEELslBsKPrquuwCbYRgPr7rvn4BP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\nz5PgI4QQQgghhNjz/n/zYQDJfMt9zAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1172b65c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "best poly = 3, zoom=False\n"
     ]
    }
   ],
   "source": [
    "def show_tl(tc='btc', show_cnt=365, offset=0, step_x=1.0):\n",
    "    tc = btc if tc =='btc'else ltc\n",
    "    show_cnt = int(show_cnt)\n",
    "    offset = int(offset)\n",
    "    step_x = float(step_x)\n",
    "    \n",
    "    tc_line = tl.AbuTLine(tc[-show_cnt-offset:len(tc) - offset].close, 'tc_line')\n",
    "    # 可视化技术线拟合曲线及上下拟合通道曲线\n",
    "    tc_line.show_regress_trend_channel(step_x=step_x)\n",
    "    # 可视化可视化技术线骨架通道\n",
    "    tc_line.show_skeleton_channel(step_x=step_x)\n",
    "    # 可视化技术线比例分割的区域\n",
    "    tc_line.show_percents()\n",
    "    # 可视化技术线最优拟合次数\n",
    "    tc_line.show_best_poly()\n",
    "show_tl()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的show_tl函数如果想要切换观察周期，需要不断改参数，太麻烦，下面使用ipywidgets的可交互插件进行可视化控制："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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5mgfAACUZgPgYEyaDjr0FDZf4HMBsxnP6WDynj8Xh96P/609M8+ZgmvsNUV9/QdTXXxDU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DAAAg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x116fb4e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0yfgM2i/T6G3mBzvvp8XXyqayjXx04V3otSO3uJ4ordlC/vvupPK+72BetJi+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\nxDMZ/MNRNJeFz66oy8vyPnFRfZWbP3tkI9984jA/fEXFZjF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BwFxJvkwIIYSY4P3BICZg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+9Mn5hMqczn81G+XIxRlBWceg3PNLrZ67aiuscED1TEYmLhMzQ6J5FYMypVlqZWx4YeQ6tV07FN\nGBoIBALBVkQIH8FdJVfKMRIbZyA6zGBkhLn0AgD/Xbx43TFyIU92ZBgUZc31kwBqNRrbVUFUEUVq\nux2Nw7FSLNnsSJqN/7NXFIWvPx5FUcDuMjI+FGJ8KITBqMFo0lEqyZRLMuWyjE6nxmDSYTRpMZl1\n7HukFYdr7V4hAsFyFEUmMv026fDZao+en6I1eDb8OPmyzIlAjC8WouTKMlatmudbXBz02NGo7j3B\nA5BNjBKZehOV2oil4WWCgX4aWx3o9OLfoEAgEDwoiE98wR2lLJeZSExXhc4w44kpZEUGQKvS0Ofa\nht/ZTdzxS5zR/KrxcZeBw//qX6PIMuVEglI8Rikep1x9LMVjqLNpMoshSvEYhZlp8hPjN5yT2mJd\nJorsqKvCqCaW7A40Dgcq/c1b8U6PR5mbjtPW5eKFP91NKJBk8GKA0cEg2UwRtUaFVqdGr9ZQyJeJ\nBFOUyxUhl0kXePHl3es4q4IHkUqPnt+SSwyjNdbj6/rphvfoKcoy3yzG+XQ+SrpUxqRR8XyLh4d9\ndrSbHFG9HQqZBULjr4Okwtv5CpOTleWtnSIdTSAQCB4khPARbCiKojCfDtSEznBsjHy5YqkrIdFm\na8Hv7KbX1U2HrQ2tulL8e+54AF57Z9X+dMeeqoxVqSpCxbE6LcXrtRIMJmvHlzMZSvEY5XicUiy2\nTCzFq89jlCJhCrMzN3wtKoNhmSi6KpAcaBzLntvtSCYT33w6BsBDT3QC4Kmz4qmzcuTZ7uuep1Kx\nzFuvX2RqLEJwIYm33nozp1jwALKyR08nno4/RaXeuB45ZVnhTCjBR3MREsUSerWKZxpdHKl3YFDf\nvLXzVqRUSBAc+yWKXMDT/mP0llamx/sBaOlwbvLsBAKBQHA3EcJHcNtEczEGIsMMRkcYiA6TLKRq\n6+pMXvzOHnpd3fQ4ujBp17a73XvsFc4Bhfc/xhrNkbxFVzdJklCbzajNZmhsuuG2cj6/LHq0TByt\nEEsxsoGFG+4nYO8i5H2cRiVA7vX/QGDNCJIdtdWGVL2JlCQJrU7DgUfbePO1C5z9aornfrRjXa9V\n8GBQzEcIjv6CUj6Cybkbd+sPkFQbI0ZkReFCJMkHsxEi+SJalcTReidHG5yY1tHLZqsil3MER39B\nuZjE0XgMk3M7sqwwPR7BZNbh9m1sxEwgEAgEWxshfATrJlPMMBQbYzAyzEB0mMVMqLbOprNyqG4f\nflcPvc5unIabLxzee+wVuIv21Sq9Hp3PBz7fDbdTSiVKyWRFIMViK8RSIRZnLLUNSZFpn/mSdD5+\n/R1JEmqrtSqIKuLIYLPjNLkZGwwyf/YKnhYvarsdlU64wgkgn5kjOPpL5FIaW90R7A1Pb4iLmqIo\nXImleX82zGK2gFqCh312nmxwYdPdH/8WFKVMaPx1irlFLJ5DWH0PA3Dumymy6SLb9zXec450AoFA\nILg9buk/nN/v1wL/EWgHysCfAyXgrwEFuAT8N4ODg7Lf7/9z4L+qrv/fBgcH3/T7/UbgPwM+IAn8\ng8HBweDtvRTBnaJYLjIWn6xFdKYSMyhU6lP0ah073X30unrwO7tpMNfddzcTkkaD1ulE61ydFnP5\n21ky7w6zc38ju//H/ws5na5Fi0qxGOVENb0utlSXVFgMoExP1fbRbG4l2vA03/zmBNsXTwCgMhor\nAsnhWG3WYKuk2iXKOr76YoYjz3bj9t74m+sLb5zgwsUIKcmMRUmze5eL3T84srEnSrChZOPDhCZ+\ngyIXcTY/j9V76Lb3qSgKI4kM782Emc3kkYADHhtPN7pw6u+fnjOKohCZepNcchyjbRvO5ueQJInw\nYopTn09gMut46GjHZk9TIBAIBHeZW/1q7wVAMzg4+Kjf7z8G/EtAC/zzwcHBT/x+/18Af+T3+78C\n/nvgIGAAvvD7/e8D/xS4ODg4+L/4/f5XgX8O/LPbfTGCjUFWZGZScwxGRhiIDDMaH6colwBQSSo6\n7e34Xd30Ontot7Wg3qC0m3uNWCTD6S8m0WhVHHi0DUmlQm21orZa0Tff2F5YzmUpxeKUEnHqo1Em\nv8qwQDe72tXok+GKWErEKSzMrzleAc40PU/cWMcf/t0HHFFfQnfVrMG25GanttsZPDnGlyMSqCo1\nREnJyonLReCEED9blFT4HJGpN5b16Om97X1OJLO8NxtmIpkFYJfTwjNNbnzG+y+6mFj4jHTkPDpT\nI+72P0aSVJTLMh++2Y8sKzz5gl80FxUIBIIHkFsVPkOAxu/3qwAbUAQeBj6trn8HOE4lGnRicHAw\nD+T9fv8IsBt4DPhXy7b9F7c4D8EGoCgKoWykYkgQHWEoOkK6mKmtbzTX1yI63Y5ODJqNK6q+Vxkd\nCPLx2wMUC2UefqoTk2V950RlMKKrN6KrrwfgoGmBj94aYK79cR4/3lPbTi4Wa2525WrkqBSPMb5Q\nIh7zoVLKJDQORsJ6WkdPr3msCy0vgX61e9Xpi0kimkGKxTLFfIlCvoxKLdG3p4GuXh+qe9S2+F5G\nURQSgc+Jz3+CSm3A2/kqekvrbe1zNp3j/dkwQ/HKe9pvN3GsyU2j2bARU95ypMLniS98ilrnwNv5\nKip1RdidPjFBeDFN354G2ro2pmmpQCAQCO4tblX4pKikuQ0AHuD7wNHBwcGrjVaSgJ2KKFpe9LDW\n8qvLbojTaUKzxYptvd5714UrkUtyaXGQC4EBLgYGCKbDtXVuk5NDzXvYXdfLTp8fh/E7L8+mc7eu\nRbks88Gb/Xzz2RhanZof/XQfuw403/Z+XU+YOfPlJAMX5jn+0g4s1mVCqnGlaMnnSrzzf3yERlPk\nz/7bx/n5X37NhO5hnv1f/2uM5SzFWIxCJEoqGGVqLkNq1rbmMfMqA/3nV0eUZidjnP1ykiNP97D7\nQDNqzfpsjO/l98Vmoshlpgb+hvj81+gMTrr3/2OMlrpb3t98KsvfTgc5sxADwO+y8EN/I93O+7eg\nPxEeYmr6DdQaI72H/hyDuVK/NzMZ5duvpnC4jLz08l70hs2pYxLvja2DuBZbB3Ettg4PwrW41U//\n/wF4d3Bw8H/y+/0twEfA8nwJKxADEtXnN1p+ddkNiUYz37XJXWW5hfK9QL5cYCQ2XjMkmE0t3fAa\nNUb2enfW3Ne8Rk+tTqeYgmBqa7/Ou3UtErEsH77Rz8JsAofbxHM/2oHLY96wY+8+1Mzn7w3zq/9w\nkhd+vBPtdYrMv/5kjFQiz8EjbWgNah5+qouP3xrg7bfGeP7HO5GsHoLqBB98dYVETAfXCdyolDKu\nejuJWJZCvrxiXSSU4Y1fn+fdv73E4aMdNLc7sTtN3xkFutfeF1sFWS4Snvgt2fgQWmMdnq6fksqa\nSGXXfy4j+SIfzoY5F06iAM1mPcebPHTZjEgl5b68PolYFuQI8en/DEi4O14mmTGSzCSJhjO8/foF\nFAWOPreNRDJb+brtLiPeG1sHcS22DuJabB3ut2txPRF3q8InSiW9DSBCpb7nW7/f/+Tg4OAnwPPA\nx8BJ4F/6/X4DoAf6qBgfnKBSJ3Syuu3ntzgPwXUoy2WmkjMMREYYjA4zFp+krFRubjUqTaWXjrMH\nv6ubFmsTKmnzmxPeiQL8XLaISiXdVnd2RVEYuhTg8/eHKRbKdPf5eOJ72za843vfngZmJqKMD4V4\n41cXePHlXegNK+sQYpEM509OY7Hp2ftwJQXKv7OOoUsLTI6GGR0IkohlOfX5BLKssOtAE9GpeWaC\n8qrjPbLTwO4fHERRFNLJPKFAqvKzmGJxPkk6maeQL/PF+yMAaDQqXD4zHp+l2qfIgstrRqvdWpHY\ne41yKUNw9JcUMrPoLR14O1++pR49iUKJj+cinA7FKSvQZDHwdL2TXof5vjMcgcr7cnI0zIVTM8xO\nxlCry3R11HHwiYMYLG0oisLgpQCfvzdEqShz4NE2mtpE3x6BQCB4kJEURfnura7B7/dbgP8ANFCJ\n9Pxr4DTw/1Z/7wf+fHBwsFx1dfsngAr43wcHB3/r9/tNVFzhGoAC8NPBwcEbNksJBpPrn+gdZKsp\nY0VRCGQWGYhUnNeGo2Pkyjmg0ji0xdpYjej00GlvR6feWoW9F944US24X8mRHdrvFD/Xuxa5bJFf\n/fuTaDRqXv5HB29JqOSyRT57d4jRgSBanZrHj/Wwbeedc66TZZmP3xpk6HIAj8/Ci6/sxmReCqa+\n/foFJkcjHP/hdrp6l2y4Y5EMv/6rU5TLlbeJ2aLj6e/30dxeudG7FVGZyxZ469cXWZxPUtdoo1Qq\nEw1lkOWlt6IkgcNlwl1nweOz0LXNh9agwmi6/wrm7wSlfJTF0V9QyocxOXfhbn1p3T160sUyny1E\n+CoQp6QouPVanm1y87S/gXAo9d07uAcZHVjkm0/HiUcrRg1ud4ZUUkO+oMNqN/DQEx1MjUYYuhxA\np1fz5PP+Fe+XzWCr/c94kBHXYusgrsXW4X67Fl6vdc0btVsSPpuBED6rieXjDEZGKjbTkWHihURt\nndforvbS6WGbswuz1rSJM10bRVEozM2RGbjCmyfSpHSre/6olRI7DrXj9plx+yw43SY010QYrnct\nPv3DIFfOVVL6+vY08OTz/pueWyiQZPBigKHLAXLZIvXNNp75fh82x9oNWDcSRVH47L1hrnw7h91p\nxFNnIRnPkYjlyGWLNLY6eOkne1aJr7NfTfLNp+O0d7t58gX/hoiPVCLHa391CkWBV/7xIUxmHZFQ\nmvDiUnQovJhalSpntujw1FlqgshTZ8XmMNyXkYdbpZCZZ3H0F5UePb5HsTc+s67zkyuX+WIhxomF\nGHlZxq7V8HSTi/1uG2qVtCU+o+4EqUSOn//FNyBBz3YfLXUX0KsH0dsPMjqxjYunZ2vi3Ndo5dhL\n2+/K+/a7uF+vx72IuBZbB3Ettg7327W4nvC5PzrVPSBkS1mGo2MMREcYjAyzkFmsrbNozRzw7am5\nr7mNq128NhtFUSgGg2QGrpAd6Ccz0E85URFr6a6/v+aYsqThwumZ2u+SBHaXCbe3IoTcPjM6jRpF\nUVbcNAbmElw5N4/TY0IlSfSfn6fT76W1c+3zoigKoUCKmYkow1cChBfTABiMWh56ooO9D7XeNZcz\nSZI4erwHrVbN+ZPTxKNZVGoJq81AfbONI890r3mDvO/hVrp6fRsqMCw2A0ee6ebjtwf55J1Bvv/K\nbrz1Vrz1S7mziqKQjOcIBVJkkgWmxiOEFlNMjkaYHI3UttPq1Lh9Frx1Ftw+SyVVzmNet3nC/UA2\nMUpo/HUUuYCz+XtYvYdvemyhLPP1YoxP56NkyzJmjZpnmzwc9tnRqu7/c3nh1EzNktrnOE06PIjB\n1oO343vUdarYvreRU19MYHcYOXCkDbX6/j8nAoFAILg5hPDZwpTkEuPxKQajwwxERphMTiMrlVoN\nnUrLdref3mr6WoO5bkvU6VxLMRqtiZxM/xVKkSX3OLXdgfWhRzD19WH+NE5KvboQzSKnOPYPHie8\nmCYcTBFeTBMJpoiFM4wOVHrevsMldHo1bm9FCLm8Zi6cqoilo8e3odOr+e1/PMsn7wzwyj8+VKub\nkWWZ4SuLTAyHmJ2Mkc9VexWpJDp6PPh31dHa5d6UGydJknj06S527m9EpZIwW/XfKWYkScLu3Phv\ntv276hkbDDI5GuHKuTl27GtadVybw4jNYVzxjVE2U1iKDFWjQ4HZOAszS0aPKpWE021aFhmq/Fxb\n23Q/kQqfJzL1BkgSno4/xeTou6lxJVnhVDDOJ/MRksUyBrWK401uHqlzoH9Abu7zuSJXzs9jtuio\ncw+RWvwWnbEBT/ufIFU//xwuE8de2r7JMxUIBALBVkQIny2ErMjMpRYq/XQiI4zExijIlboXlaSi\nzdpCr6sbv7OHDnsrGtXWu3zlZJLM4EBF6AxcobiwVLqlMpuxHDiIqbcPU28f2vqG2s38nujaNT57\ndjmpb7JT37Rkqa0oCqlEnvBiinAwTSqeZ24mxsJsnPmZ+IrxH789gNtnob7JxtnAHfUAACAASURB\nVNx0nE/eGeTYH21nYjjMN5+OEYtUagQsNj0dPR6a2hy0dLq2TI3KVkjRkSSJJ77n51f//hRffjRK\nV6/vppo/Gk06mttdNLcvRdlKxTKRUHqFGLp6HYcI1Laz2vR46qwrBJHF9t3ibytT6dHzBfH5j5Gq\nPXoMN9Gjp6wonAsn+XA2TKxQQqeSeLLByeP1ToxbzOL/TnPl3DzFQplde3WkFj9ArbPj7fpJrVeP\nQCAQCAQ3YuvdOT9ghLORWo3OYHSEVDFdW1dvrqPX2U2vq4duRydGzdZrOFjOZskOD5Lp7yc7cIX8\n9HRtnaQ3YN61G2NvH6a+7eibW5Cuk4pTKbS/uQJ8SZKw2g1Y7Qbaezy1KEOpWGZhNs47v72ELCv4\nGqzEwhnGh0K1sWODIf7dv/qs9nt9k40d+xpp7XJhuA872G8UZqueXQeaOPPlJIG5xC03gNRo1fga\nbPgalnoLybJCPJqtRoeSNVE0PhxifHjp2ukNmqVUuaogcrhN90Qqk6LIRGf+QCp0GrXWhq/r76E1\nem84RlYULkdTvD8bJpQropYkjtQ5eKLBiUX74H10l0syF07PoNVKeKwfIakN+Lp+ilp7//YlEggE\nAsHG8uD999xkUsU0Q9HRaj+dEULZpdQvu87GQ/UH8Du78bu6cei3XuNQuVAgNzpCpv8KmYF+chPj\nIFfS7ySNpiJyqkLH0NaOpLn5P7HdPzjC7h/c+txUaon+8wuUijJHnulm96FmFEUhky4QXkwzPRbh\nwpkZWGaTsTCbYGG2Umdkselr6XJunwW314zdZUT1ANRN3Ay+hkoqYnAhecvCZy2uprs53Sa6+5ac\nt9KpisX28nS5uakYc1NLbb/UaglXtd6rkiZnxe01b7jV+O1Q6dHzO7LxQbSGOrxdP0GjW7upLFQi\nQ4PxDO/PhpnP5FEBh7w2nmpw4dDfvymA38XwlQCZVIHOjnm0Whlvx0/QGm4sHgUCgUAgWM7WuTu4\nTymUi4zGx6vua8NMJ+dQqnfeBrWB3Z4d+F2Vnjp1Ju+WS+VRSiVy4+NkBqpCZ3QEpVSphUGlwtDR\niamvD1PvdgxdXai0mxM1SafyfPC3V5ibjuOps7DzQCNQiQ6ZLXrMFj2tna6qFTU4PWZi4Uwtzerq\n4+RomMnRZXVIagmnZ0kIXTVU2CqpcHeTq4YGoYW7Y5F89botF1mFfKlyvappcqFAkkgwTfCaOV11\nw3MvqxsymXV3/f1VLmUIjv2KQnoGvaW92qPn+pHbsUSG92bDTKVySMAel5Vnmlx4DA/e39tVRi+e\nIJ84yZmz25AkI+0tU7hbX8Jgbd/sqQkEAoHgHkMInw1GVmSmk7MMVCM6Y/EJSnJFKKglNd2Ojmo/\nnW5arc2o19mz406jyDL56amqGUE/2eFBlHy+slKS0Le0Yurtq0R2tm1DZdj8GpSJkRCv/6fTZNNF\nOrZ5eOqF3utGaZa7kVVEzMo0mUpBfsVIIXL1MVipSVmOyayrGilY8FQjRPdK2tWtYrLoMJq1BAOb\nZ3ep02toaLbT0LwUDS2XZWKRTEUM1QRRitGBYM0AA8Bo0tZE0FVBZHea7phbXykfY3H059UePTur\nPXrW/sidTuV4fzbESKJSc7bdYebZJjf1pvU3Mr2fGL14Am3pQyJpF6m0maaGAEZjnoXZBF1bz7hS\nIBAIBFscIXzWyenAOd6d+IiFzCL1Jh/H256i1dbMYLVGZzA6SraUrW3fbGmsRXS6HB3ot1gRrqIo\nFObnyAz0k+3vJzM4gJxZqjPSNTQupa/5e1Fbtk4+fbkk8+3XU5w+MVFzQdt9qPm2vtWvFOTrao0/\noeL+VqlBqTrLBSqP0+NRpsejte1UKgmH21RJlbuaMue1YLLc/UjDnUCSJLz1VqZGI2QzhS0T9VKr\nVZXz7bWwbWdl2VUDjNBiaoUguvaaabTVsctMFFxeM1rt7X0hUcgsVHv0pLD6HsHR+OyafwMLmTzv\nz4bpj1Xec902E8ea3LRYtl49392gXJZJJfIk41kSsRxK6hskvYrhkYoJRGd7xa2xkDgJ3LgBr0Ag\nEAgE1yKEzzo4HTjH/3f5F7Xf59IL/PWVX67Yxm1wst+3C7+zm23Obqy6uy8UMqk8CqDTqdFo1atu\nuArBxYrIqTqvXe2lA6DxeLDsP1BJX/P3oXGsbiq6FZgcDXPigxHi0SxWm4FnXupbEQXYSFQqFU63\nGafbvKIGJZ8rEg6ma5Gh8LII0TBLPZYMRg2uZULI7TPj8phXNWK9F/DWVYRPcCF13Z5IW4HlBhgd\nPZ7a8nyuuOQmV30MLiQJzCWWja1YIq9swGq5aaG3vEePo+k5bL6HVm0TzhX4YDbChUgSBWi1GDje\n5KbTtvUaDW8kiqKQzRRJxCrCptKYt/o8liWVzLO8p/bTR/N8fWoP8YSVxvpFbLaKQDQa7k66pUAg\nEAjuL4TwWQfvTny05nKDxsCPul6g19WDx7hxRd/rRZZlvvxwlItnZmvLJKly4/1kHxhmB8kM9FMK\nLTllqe12rA89XLWY3o7Wu7WLhROxLCc+GGFiJIwkwa6DTTz/w10kU7m7Phe9QUtji4PGliVxqCgK\niVhuRe1QJJheVZQvSZU6lKu1Qy5f5QZ7q1s2e+srQj64kNzSwud66A1amtqcNLUtRfTKJZlIKL2q\n51A0nGH4ypKANVt1VRFkraXKXW0WO3rxBIXkSUyGahqgJOFt/zEm58p+MrF8kY/nI5wJJpCBBpOe\n401uttlNW/q6r4dioUwiniUZy5GI5UjEV4qcUlFec5zZqqOuyY7NYcBmN6DRqPnymzy5nJ7mpgV2\nbR+ubZvNbZ3Is0AgEAjuHYTwWQcLmcU1lxfKBR5revguz2Yl+VyR9//2CtPjUewOAw59kVw8RTZd\nIJGxc+nDy2wLnUJlMlciOr19GHu3o2touGduuFLJPL//2bdk0gUaW+w8dqwHt8+CwajdFOGzFleb\niNqdRjr9SyKyWCgRCVXNFGoRohSxa+pQdHr1mtGhreJSVjM4WGedjywrfP7eELFIlu+/sntL1UKp\nNSq89dYV9V9XBeySq1yS0GKKydEIk6OR2nY6vZrWljD+rgtoV5S7KczPROmq6qtUscQn81G+WYxT\nVhQ8Bi3HmtzscFpQ3SPvv6vIskI6ma9Faq4VOdn06n5cUDlXDqcJq8NQFTfG6nMjVrsezbKeRHNT\nMd79/SVyOT09XZP0dE2y/DTpbIfv9MsUCAQCwX3I1ribukeoN/mYSy+sWt5grtuE2SwRXYjy9usX\nSaRlfOUQfWffRVNtfKroTXza8idEfX20/NMXMbS0XreXzlamVCzz7u8ukUkXeOiJDvY93HrPCDYA\nrU5DXaONusYlG+NaI9Zqmlyk+hiYjbNwTSNWm8OA22vBtUwQ2RzGO1aYfz3MVj0Go3aVi9qNUJSK\n6Llybh6Akf5F/Dvr79QUN4TlArard0nAZjOFlalygRQNvtE191FInCRbepjPF6J8GYhRkBUcOg3P\nNLnZ67aivo2/37npGFOjEbbvbdjwJreKopDPldZMR0vEsqQSeWRZWTVOpZJqUbFisYQsV6KavgYr\nTW0O6prsN6ydkmWZ8aEQF07PsjATR5Lgiee3oVdpySQiGA0psjkLOtthunaJ+h6BQCAQrB8hfNbB\nc+1Pr6jxucrxtqfu6jzkQoHEwBCT58aYnU0xK7spqfW0Ri/REz+PcVv3il46E28MMDYYImfxYrwH\nRY+iKHz6hyEW55P4d9bdc6LneqxoxNq9VIdSKpaJXmu1vZhe1dBTo1XhWsNqW29Y3evlaiqWUZ8k\nm7eis97azWPF4MDC9HiUXLaIwfjdfWVOfjbOlXPzOD0mYuEMF07OsG1H3T15DY0mHS0dLlo6ltL8\nJs78YdV2RUXDgL6V1y9MkCvLWLVqnmt2cchrQ3OL70FFUZgajXD260kWZio1SZfOznLkmW56d9ev\n63yWSuWqoMlVojXxJWGTjOco5MtrjjOatXjrrdgchkq0xm7E5jCgVqsYHVhkpD9IKL4kipPxHDMT\nUc5+NYVWp6ajx8O2nXU0tTlQqVQUCyUWZhPMTccYuhQglag4SLZ0ONn/aFs1jbQRYWQgEAgEgo1A\nCJ91cLBuLwDvTX7MQjpAvbmO421P1ZbfKZRSidzEOOn+fsb7FxjJ2InrvSiSDSQbGlWJg/UpdvzR\n0xi6/gkq3coi7LYuN2ODISZHwjjd5js61/WSSuSIR7M0tDj49bef8WXwc0raJJqilUe9j/PqgSc4\nf3KaocsBfI1Wjn5v2z15w7weNFr1mqlX2XRhhRAKBysRh8X5lWlnlUaslboht9dMMd2PRfNZLRXL\nbExC6UNGL3JL4sdTb2V6PEookKS5/cZ1PudPTnP2qynsTiMv/WQvX7w/zOhAkLmp2Io6m3uZbN7K\nvN7JWXkHUWwYyVFEQxEdRuB7zR4e9tnRXZPeJ8vydW3XFUUhFEgRj2Zr0ZaF2TjRUAaovKcbW+2c\n+XKST94ZZHwoyBPP+zFb9LXxiXiWuelYNQ3talpaxUQgnSqseVyNVlVNPVtKR1sucrS61RGbbKbA\nb//6DMlEHr1Bw459jWzbWYfHZyEazlTrppJMjkYYuhxg6HIAo1mL1WYguJCsmRlotCp27G9k14Gm\nLfc5JRAIBIL7AyF81snBur0crNuL12slGNz4fiaKojB8OYCUjGIMTcBoP5nhIcJqF6Ou/SQN20Cv\n4DIUaW6x0b6vk/p2zw1rJlqrDSAnRsLsfah1w+d8q8QiGf725+fIpAtIegi4RlB7S5QlBUWV4dTs\nF+SmFHJDYLbo+N4f71xRB/AgIUkSJosek0W/ItpQLsuVRqzLmrBGrqlFefzRM2BdY6e5TwlPhq8e\nYPnRkJY9X/ql8sSoUQN6JgfOYNKUV4zKhXVkswVkGYYH1Xx7RoPRqPD4kwnysU/pbJcYHdBw+rNv\nMT+zPF1KWvkoLV+2ckZLc1055+Xn6mb3W9vzmmNWv37p2vWSxKyhk4/KSyYGGSrObO1SjL+/ez+G\na/5mFUXh/MkZvvlsDE+dBf/Oerr7fBiMWrKZAoMXF7hybp54NLtinCRBzw4f+x5qxe2zkM+VcHnM\nfP3JGJOjEX7+/3yN2WYApVKDUy6vTkeTJLBY9TS2OirCZrnIcRgxmrTr+mKhXJZ59/eXSSby7Huk\nlUNH2lFrlj6LlgR8A48pCguzCYYvBxjpXyQUSOFrtNHYYqehxUFDs33L1LIJBAKB4P5E/JfZAlR6\n6cyTHbjCpQuLXMw1VtcY0Za3o2vaRlpVcTHq7HZy+MlunJ6b/0bUZNZR12hjYSZ+0+lJd5pELMvf\n/fJ8xaig3cn0VBDffDe++W5KmgKaUiVqlQVUaonv/cnO2rfZgiXUatVSI9YdS7Vm2UyBSDBNeDGN\nRfXZmmO1mhLpyLl1H1OPAThMcCFKS93AinVJIJ6wcPFyN/GEDa22yKF951EyGZIZ0AFOxx7mZu3M\njZ3CYs6udYh7inPl59dcnpTUq0RPPlfi47cHGB8KodOrCc4nWZxLcuLDEeoabSzOJSiXFdQaFT3b\nfdicBlQqFbKsUMyXSKcKfPz2AIlYjnyutGLf5bJCoiqWDEYtbS0ObE49dqepKm6MWGx6spkikyNh\nwospSqUyuWwRSaq4sWl1arRaNVqdGr1Bs2ba5HK++GCE+ek4nX4vDx3tuKFokiSp1nz2sWPdyLLy\nwH6RIRAIBILNQQifTaIYDJIZuFLtpdNPOR4nrzZypfVHaKQC3dYUaaObWMFGKlmgrdPN4aPteOrW\n+ur+u2nrdhOYSzA1FmHbjs0zY8jmSwyOhjn13jClXImwXsWpiTDG/R9ij9XhDDWjzRvJmmPkDWkK\nhgxpW4h/M3aCpsV6Gi0NNFsaaLI04DV6UKvEjdNaGE06mtp0NLU56f/SWklvu4Zs1kzngX+4tKDW\nQGV5pECpPSjV54qicOLkIKlsE/X+o7UtC/kSl87GOHc6hKJAp9/K4ce8mEzbV+xrnyrFR+8sEIg9\nQ9deL8v2vMZc1pjPsrmsWq8szTEYKKDXq7A51ddseuOxsHz/yrKH1eMURSE6tnaz0ai88suJ8GKK\nd39/mXg0S2OLnWdf2k42XeDKhXkmhsPMT8fR6dWYrVrKZZmR/sWVp6GKWi1hdRipa7RV0tCq6Wgm\ns5b5mQT95yvRorGhIFqdupb2qDdomB6LEArcvDGFwajF4TbicJlwecw0tNjx1FlQqVRc/naWK9/O\n4faZefrF3nVFilQqFfdguaFAIBAI7nGE8LlLlGIxMoP9ZPr7yQ70UwwtWRhf7aUzIvVSDsHR53rY\nsa+ptl6Wldt272rvdnPys3EmR8N3TfiUyjKzwTTj8wnG5hOMzyUIhtL4kTAgMYtMSqNhb4uHwZKJ\nuGeOuGduxT6ksp4+XzuzyXkuhQe4FF6KMGhUGhrMdXS5W3FrPTSZK4LIohP1AcvRWQ9D6cNVyzXW\nh9Hqb60Xj69hgZmJKIrKjd5QuVF//3fnWJhJ4HAZefz4Nprb167h6dmlcOrLGCMDKR5+emetMWgq\nkUNSSbcV2SsWygxdXuDimdlaPUzPdh+HHu/A7txY97OrOEfPEJFsq5Y7lCSFfJHx4TCDFxeYn44j\nywo2h4FMpsAv/vKbVT1tCvkyhXwZs1VHfZO9Zvdsq6ajWR1GzBbddUVGfbODPYdbmBwNMzMWZXY6\nSmAuwcJsxQxBpZJobnfS1u2modlOsVAmmymQzRTJZYuUimWKhTLFokwuUyAWyRKYTdTMFAC0OjX1\nTTZmJ2MYTFqe/5Nda9b+CAQCgUCw1RDC5w5RTqXIDA6QGagIncL80g29ymTGsu8Axr5K01BdQwMz\nE1EmX7uAr8HK9r2NK/a1EZbFLq8Zi03P1GiEclne8D4qiqIQjOcYn0swNpdgfD7BZCBJsbR0Y6fX\nqNip06AuyDRsc/OnT3fjtlcaQP7qTJTP42+t2u9jrmd5dc8TAKQKaebS88ymFphNzTObmmM+HWA6\nObtijF1nrUaGGmm01NNkaaDO5EWjejD/3Lt2HWH0YsVeeaMsgT11FmYmooQCKZranJz6fIKFmQR9\nuxt4/HjPijqPa1GpJHYfbObEhyOc/Gwcg0nL5HCYcDCN3qDh1f/yEKZ1ih9FUThzYpLzp2Yo5Euo\nVBLdfT5ikUoT0tGBIL276zn0WPt1961Uwys3G7nI54qkEnk8Q4tknVpUJRlkAAVJAVskxl99dGLV\nuEQst7qnTa3WZnVPm/WiUkl09Hg4/GgHwWCSUqlMNJQhmylQ37T+OppySSYeyxJaSDI3HWd+Osb0\neBSVSuK5H+7Aal874iUQCAQCwVbjwbwTvA0SJ78m8tabDM3PoWtoxPXi97Edfhg5lyUzNES2mrqW\nn56qpc5Iej2mnbsx9fVh6u1Df00vnVKpzOfvDSNJcPS5O+NaJkkSbd1uLp+dIzCboLHVcVv7S2YK\nlUjOXILx+STj8wlS2aXGhSpJotlrpqPRRkeDjc5GG7NXFjn71RQ9O3w88/2+Fa/z1QNPwBn4cvEL\nStoEmqKNR32PVZZXsejMbNN1s83ZXVtWlsuUjTkuTo0wl5pnJjXPbGqe/sgQ/ZGh2nZqSU292UdT\nNU2uydxAo6UBu/7WUgfvNSoiZ+Msga86zgUXUpTLMt9+XXVue2UPieR3N5Pt3V3PqS/Ga719VGoJ\nT52FUCDFlx+P8uwPtn/HHpaQZZlP3h5k8FIAo0nLwSNtbN/XiNmiR1EURgeCnPy8cqzZqRh/+mcH\n0OpWfvQl4zl+97OzqNUqurf76OnzVeqmAEWWKcWiFBcXScwEmJhIMB1VESqZq6YIRjwzkVXzKlc/\nXm0OA02tDpo7nJXojcOI3qC5a+6EGo16hUPgelFrKrbpLo+ZbdX+S5lUnlJJ3vAeQgKBQCAQ3EmE\n8FkHiZNfs/CXf1H7vTA7w8Jf/gXhv/k9xXAIyhWHK0mjwejvrfTS6e3D0N6BpLn+qT73zTTxaJZd\nB5pu6wblu2jrqgifiZHQuoRPoVhmMpCsRHPmK9GcYGzlza3HbmB7u7MmclrrrOiXNSucn47x7ddT\nWO0GHj+2trh79cATvMoTq5bfCLVKTb2tHl2dmQN1e2rLM8Usc+kFZlJzzKUqUaK5qihajlVrocnS\nUIsMNVkaqDfXoX1Ao0M3i7e+IgomR8N8+/UUKrXEsT/aXimGvwnho9NrePJ5PzOTMVo7nDS3O1Fr\n1PzuP51l+PIivbsarpsqt5xySeb9v7vC+FAIX4OVF1/evcK8Q5IqkZ9Ov4cTH4xw6ewcn78/wtMv\n9i7toyzz3t9cJpMqoFbBt19N8e1XU1hVWYyFJOVCERkVJZWWpN4F1bQ2eyGIXVNgHjdF9eqoh0HO\n8so/ewaTWbdq3b3OeiNyAoFAIBBsBcTd3TqIvPXmmsuLiwEMnV1LTUO7ulf10lmLfK7IxdOznP1q\nEpNFx+GjHRs95RU0tTnQaFVMjoR59OnuNbeJRTKc/GqSdFEmmi8ym8gxFc5SXlbYbTZo2NnporMq\nctobbNhM13+9+VyJD9/oB+CZH/ShN9z5PzuT1ki3o4Nux9I5lRWZUDZSTZObrwmhgegwA9Hh2nYq\nSUWdybssMlRPs7URu8523/cQullsDiM6vZq5qRgAjx/rWbdo7+r10dXrW7Hsie9t47f/8QyfvzfE\ny//o0A1T5oqFMu/+/hLT41EaW+w8/+Nd103jUqlUPPJEOwtTEQYvLuBMz9IkL1BcXOR8zMmirp36\nxCi9wS8JmVsIWDoImZtJany1T0kJBbdVorPDTveeFuyNbiRJ4sIbJzhxubjqmAd22e5L0SMQCAQC\nwb2KED7rYHmdzgpUKlr/539x0/vJpAtcODXNpbNzFAtl9AYNT73gv+M9LDQaNc3tTiaGw0TDGRwu\nI9FkvlaTMz4XRz2TxLTMScoDuCUJU5uT3t31dDbY8DqM6xIAn78/RDKR58CjbTQ02zf+hd0kKkmF\nz+TBZ/Kwz7ertjxbyjGfvlo3tFATRfPpAKdZsns2a0wrIkNNlgYazHXo1A/eza0kSXjqrMxNxejY\n5mHH/sbvHnQTeOut7NjXxKWzs5z7ZooDR9qvu+27f3OZ6fEobV0ujv9wBxqtGqVUohgKUlgMUFxc\npLgYoLC4WHkeDtGjMhFteYlTIwrS1Nek9C4mG/ZhUdIcbC9jfOj7NPnq0NbVoXJ5UQxGNGoVKrXq\nurV2u39wBDjBhYsRUpIZi5Jm9y5XdblAIBAIBIKtghA+60DX0Ehhdmb18samNbZem/mZOG/9+gLF\nQhmTWcfBI+3s2NewqubgTpDJFTG4TTAc5hf/+SwjkkI8s/RNdT3QggqVTU99hxOrRo1ULDM2GCI7\nEaPoMuH2+25K9MiyQnAhyWj/IsOXF/E1WjlwpO0Ovrpbx6gx0Glvp9PeXlsmKzKRXGxFZGg2Nc9I\nbJzh2FhtOwkJn8lDYzU61GxtoNHcgMvguO+jQzv3N6LTqXnqBf+GvtbDRzsYGwxy5qspenbUraoj\nkYsFZi5PMT0WwWcpsy93joV/8y6FYIBSOMxaHtBqqw1Dewc2Xx0H9SW+mTEysPdVUhkZjaLw4j94\nEtc6emNdy+4fHGH3D255uEAgEAgEgruAED7rwPXi91fU+NSWv/DiTY0PBVK8/foFyiWZI892s31v\nwx1r4FcsycwEU4wtc1lbiFTsfbuRcGZLeHQqurd56Wi0UW/Rc/oPQ2i1al79swM1i2GA/Y9k+cPv\nLnHp7ByhxTTHXuojEcsxMxFleiJCPJLFaNZhtugwW/XIZZmZiSi5bKXBot6g4dkf9G24k9ydRCWp\n8BhdeIwu9nh31Jbny4Vl0aH5WpQosHiBb7lQ286gNtC0KjpUj0Fz/9RGrJWqthHoDRoeeaKND98e\n5uPfnOaxxiSl0NXITYBSNMqFuifA0k7zwHskcwEA1HYHxu4etHV16Hx1aH0+tL46tF4fauOSeKoH\nom/2M3SpMu6Z7/felugRCAQCgUBwbyCEzzqwHX4YgMjbb1Gcn0Pb0IjrhRdry29ELJLhzV+fp5Av\n8+xLffRs37heOrKiEIhkqulqScbmE0wvJimVl775NurV9LU5K8YDbjP9n41DIs8Lexpp7XTxxq/O\nUy7JPPWCf4XoAbA7jfzxf7Gfj98eYHQgyM/+7de1dZJUWZ9NF4iFM7XlZquevj1eWjpcNLc770pd\nz91Ar9bRbmul3dZaW6YoCrF8nNmqq9zVCNFYfJLR+MSK8R6je4UYajI34DY6UUn3jijcKORctiZm\niouLtfS0wmIAJRbD1XicuVAjAxe/wpueBkDjdCH37CYot+E0lun7sx+jr6tH6/Oh0t+8qDx6vIds\nuoCvwVZzKhMIBAKBQHB/IylrtQbfggSDyS01Ua/XSjCYvKltU8k8f/OzsyQTeR4/3sPO/TefGrcW\n8VS+5q42XrWTzuRLtfVqlURrnYWOhiUr6TqXCdWydKTgQpLf/+wsGq2aXQebOf3FBG1dbp7/8c7r\npi0pisKFUzOMDgbx1llp7nDS1Oqo1SaVSmUyqQKyrGB3rq8O6HZYz7W4mxTKRRbSgUpUqNZ/aI50\nMbNiO51aR5N5KTrUaGmgyVKPUXPvWQVfey3KmfQKUbNUcxOgnEis3oEkoXG70XnryDob+XCxEbNR\nxR//sBNjQx0qnY7P3xvm0tnZDf8C4X5jq74vHlTE9dg6iGuxdRDXYutwv10Lr9e65k3o/fE1/Bam\nWCjx5mvnSSbyHD7asW7RkyuUmFyoRHGupqxFEvkV29S5TOzpdleETqONVp8F7Xek0HnrrRx5tofP\n3h3i9BcTaHVqjj7Xc0OxIkkSew63sOdwy5rrNRq16OuxDJ1aS6utmVZbc22ZoijEC4kV9tqzqXkm\nkzOMJ6ZWjHcZnNdEh+rxmjxbKjqkKApyOl0VNgGy6Tix8ama2JFTqdWDFxmqRAAAC59JREFUVCq0\nbg/6Ha1ofXXoqilpOp8PjceLSrtkRx38aJTzJ6fpny5zsE1HLltk4OI8FpueTr/3Lr5SgUAgEAgE\n9zpC+Nxhvvl0nGgow879Tex/pPWG25ZlmdlgeoXImQulV9Rq20xa9nZ76Giw1pqDmg3a6+/0Bmzf\n28DCTJyhywEeeaoLi010YL/TSJKEQ2/Hobezw+2vLS/KJQLpxaXoULLyeDF0hYuhK7XttCotjeZ6\nmiz11chQ5cesNd2xOSuKQjmZvCYlbSlyI2cyqwep1Wg9XowdnZU6G59vqe7G7blhX6vlHDzSxvDl\nAGe/nmLbzjpG+hcpFWV2PdZ8T9WMCQQCgUAg2HyE8LmDLMzGuXhmFofLyCNPd66IpiiKQiieqwmc\nsfkEUwtJCiW5to1Oq6Kn2UFnNZLT2WDDZdNvWAqZJEk89WIvex9uwe21bMg+BbeGVqWh2dpIs3Wl\nLXSikGQuda2ZwhyTyekV2zn09hWRoSZrIz6jB7WqEvk79/5rFN7/GFs0R8JpQHfsKfYee6U2XlEU\nyvF4TdRcm54m51Y3JZU0GrReH9qebbWIjaennazehsblQlLfvnGHTq/hkac6+fDNAb74YITgQhKt\nTk3fnobb3rdAIBAIBIIHCyF87hDlkswnbw8C8OTzfrKFMuOTsUpdTjWik8ouWUmrJIkmr7lWk9PZ\nYKPBY0KturPfaqtUkhA9WxibzorNZaXX1VNbVpbLBDLBJSGUnmcutcDl8ACXwwO17TQqDQ0mH+1j\nKfZ/MMLVmJAjkoPX3uHyuQGcZlctcqMUCquOL2m1yyI2V1PS6tD66tA4nUjX/H06vVZKG5wj3LOj\njsvn5pgcCQOw51DzfWOWIRAIBAKB4O4h7h7uAIVimY/fGyYazoDTwL9+q5/FWHbFNh67ge3tzpoB\nQVudFb3uzlhbC+4v1Co1jZZ6Gi31HGJfbXmqmK7WDS1FiObTCxw9HVhzP9rBcVKMI+n16OrqqgJn\nqeZG66tDY7evEjd3G0mSePxYD7/56zMA7DrY/B0jBAKBQCAQCFYjhM86+eZKgLe+mmAunKHRbeKF\nh9to8VmqLmtJxubihBfT9CpQBC5FMxgNGnZ2uiopa9Ufm1n3XYcSCNaFRWtmm7Obbc7u2jJZkRn6\n+T9ac3tZgu7/8/9GbbNv+WarnjorT3zPj4Ly/7d3tzFylVUAx/+7XdqFZilF2kIDghE9FhIogVCL\nLVShFqixxmhAUxSJgIiSiAEilBANxmgEAkTeGkgFJBLRGoSgEECkFSQBm/DmwQq+RSSlAbq2aWnL\n+OHeNeswpZmFnTvc+f8+zTz3bvZsTs6dPfd57jMMTfFZNEmS1D4bnzb84ZmXuP7Op9kT2Ic+tq3b\nyC9/9QxvAP3ABGBiXz8xoZ/+bQ1mHbkvnztsJtP36NzWztJo/X39bJg6WCxva7Jh6iADU/aoIKqx\n8bkeSZL0dtj4tOHuR/4KwHvpYxf6gBbNTAPY1mDWofuw4GMHvvm41GETF34Ubr+n9bgkSVKPsPFp\nw79eLrbtfZoGk2gwgWKmZ6CvjzOWHMzESQNMGhxgcNddXI6jrjF74UmsAV6/70GGXtnMcItd3SRJ\nkurOxqcNM/fajX+u28hWiud3Ruy712Te/6HpVYUl7dTshSeBjY4kSephfgNgGxbPPWAH4/t3NhBJ\nkiRJbXHGpw1zDpoBwN2P/I0X129kn/dMZvHc/f83LkmSJKk72fi0ac5BM5hz0AymTRti3Tv8RY2S\nJEmSxodL3SRJkiTV3phnfCLiW8AngYnANcBDwAqKDZ2fAs7OzDci4nTgTGAbcGlm3hURuwK3AtOB\nYeCLmbnu7fwhkiRJkrQjY5rxiYgFwFHAR4BjgP2Ay4FlmTmf4gtulkTE3sA55XmLgO9FxCTgLODJ\n8tybgWVv8++QJEmSpB0a64zPIuBJYCWwO3AecDrFrA/APcDHge3A6szcAmyJiLXAIcA84Aejzr14\nZ79w6tTdGBiYMMZwx8e0aUNVh6CSuege5qJ7mIvuYj66h7noHuaie/RCLsba+OwF7A98AngfcCfQ\nn5mN8vgwMIWiKXpt1M+1Gh8Ze0uvvLJpjKGODzc36B7monuYi+5hLrqL+ege5qJ7mIvuUbdc7KiJ\nG2vjsx74U2a+DmREbKZY7jZiCHgV2FC+fqvxkTFJkiRJGhdj3dVtFXB8RPRFxExgMnB/+ewPwAnA\nw8BjwPyIGIyIKcAsio0PVgMnNp0rSZIkSeNiTDM+5c5sR1M0Nv3A2cALwPKImAg8C9yRmdsj4iqK\nxqYfuCgzN0fEtcCPI2IV8Drw+Xfgb5EkSZKklsa8nXVmnt9i+JgW5y0HljeNbQI+O9bfLUmSJEnt\n8AtMJUmSJNWejY8kSZKk2rPxkSRJklR7fY1GY+dnSZIkSdK7mDM+kiRJkmrPxkeSJElS7dn4SJIk\nSao9Gx9JkiRJtWfjI0mSJKn2bHwkSZIk1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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1172c25f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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sWurmvFIiJ29cWuZyGXSGfAsyPqcvFddQDTt43ACGYbBjIMR4OEk2Vwx8w9EU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\nf7FyQ0apdG4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11691db00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "metrics_func rolling_mean=2767.9516698232383, metrics_func y_fit=1356.8569346535082\n"
     ]
    },
    {
     "data": {
      "image/png": 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JxkcIIYQQ/eKFT7J5+oOsYE/joLTv4aPpvkzrxCPTeeLmYzhmYt8HPgCZyf6H\n6rKapm7H+XwqVXXOAzZXCDfquOLk0fz+wklERxkx6rXdtrFu3rWTvHvvovKD99CEh5O04HrSbru9\n10EP7M2UVdY39/qYgSBilI2hf7uHyImTaNqaTd7df6V5185gT0v0QDI+QgghhOgXNQ0uXC0DpyzI\n3eKl3uEmdWjv1sCYwvUBm0tbxqm2h5Kx2kYXXp9KvLXrcrvxmbHcv3AGTU7PATNZPqeTivffoe7b\nbwCwzD2WuHPPRxsRedDz7pjxGWy0UVGkLL6Zmi+XUfn+uxT+/SESr74W81FHB3tqogsS+AghhBAi\n4HyqSpPLg6pCi8eHXhf6RSdt3cj2bWUdDG1lYrUN3XcTq2hf39N9O22jXovxAGt7mnbYKXvpX7RU\nVGBISSHxiqsJHzHyEGcNca0Zn6r6wdkFTdFoiDlpPsa0dEqee5rSF5/HXVpK7BlnHVKLcBFYEvgI\nIYQQIuCcrUEPgNPtQa8L/Q0t27IUB+ro1t/2Zny6DyD27ejWWz63m8ql71P71XIAok8+hdgzz0aj\nP7ws1mDO+HQUOW486bf/heInHqf6k49oKSsj8eprBsTGrZ+tySW/wsGCU8eg04b+LyQOhwQ+Qggh\nhAg4h3PvrvfNbi9REUGcTC9VhlDgYzEZUPCXC3an4x4+veUqKqTk+WdxFxehT0wk6ZoFhA8fcTjT\nbRdu1BFh1A3YvXwOhjEllfQ7/krxU0/QsG4t3sYGUm5agsYYuk0dKmqb+XBFDl6fyrCkKE6aPiTY\nUwqowR3WCSGEECIkOJwt7X92ujzdjAwd7aVufdye+lDotBqiIg09ZnyqDiLjo6oqtd9+Tf59d+Mu\nLsJy3PEM/ds9fRb0tIm1hFFV5+xVK+6BThdlJu0PtxE5aTJNW7MpevxRvM2h29jh45X+oEejUfh4\nVQ71joHfdrw7EvgIIYQQIuA6ZXwGSOCzN+PT++xJIFlNBmoaXd0GEBV1ThR6Dta8jY0UP/Mk5W+8\nhmI0krL4ZhIvvTwg2YlYcxiuFm+nvwODmUZvIOWGxUQdOZ3mnTsofPRhvI2NwZ7WfoorHazOLiUt\nPpJrzxhHs8vL0hV7gj2tgJLARwghhBAB52jem/FpdnmDOJPeq6xr9u/hExUa6zSiTUbcLb5uA8fK\numasUcZu12o4c/aQd8+dODZuIHz0GIbeeS+myVMCMWXg17POpyNFpyNpwfWYZ87GlZtDwSMP4mmo\nD/a0OvkwPUBgAAAgAElEQVRwZQ6qCmcfM4xTZ2aSEhfJD5uKyS9rCPbUAkYCHyGEEEIEXFOnNT4D\n4zf/la2bbmo1ofG4ZG3t7FbTRUtrj9dHTb2L+C7WJPlL276h4KH78dRUE3vm2aT9/o/oo3vXrvtQ\nta2RqqwL3ZKvQFA0GhKvugbLccfjLiqk6LFH8TZ1vw9Tf8krbeCn7eVkJpuZPDIOrVbDxcePRAXe\n/GrnoC1LDI1/yUIIIYQY1AbaGp8Wj4+6RndINDZoE23qvqV1Vb0TFYiz7l+a53O5KP33C5S/8SpK\nWBipt9xK7OlnovRDUNdWdvdryvi0UTQaEi65DMucubjy8yh+8nF8ruC39m4raTtnzrD2ttvjMmOY\nPCKOHQW1rM0uo7S6ie15NazJLmV3cV0wp9tnpKubEEIIIQJu365uoa46hPbwadOW8emqwUFl7YG7\n0LVUVlD01BO4CwsIGzaM5OtvQh8TG9jJdtD2HVb+Cjq7HYiiKCRcdiW+5mYa1q+j+NmnSF18M4ou\nOI/huwrr2Ly7Clu6lbEZnbN9F84bwZY9Vbz46dZOrxv1Wv65ZDaGA+z9NJBI4COEEEKIgOu8xif0\nMz755f7F6MmxkUGeyV5te/l01dK6orWULL5DxqfJvp2SZ5/G29iAZe5xJFx8ab8/cAdjjY/H6wup\nPWkUjYakaxfic7lwbP6FkhefI3nRjf2ScdvXsnX5AJzdIdvTJjEmgktPHMXGHZVYTAaiTUZySxvY\nsqeKHYW1jM/sv4A5ECTwEUIIIUTANQ2wrm67i/ylPcNTzEGeyV5Wk7/JQm8zPrXffkP5228AkHDZ\nFViPndcPs9xfVLgeg07Tb3v5NLs8/Om5NaQnmLjutLFER4XGPjqKTkfy9TdR9PijNP78E+X/fRPd\nWadQ4iij3t1IiimRVFMKek3gHs9VVWVnUR3RUUZGpVsPOObYyakcOzm1/efsnGq27Kkia0+1BD5C\nCCGEED3puMZnIHR121VUh1ajkJEcOoFP2wN8VxmftuYBcVEGyt54lbpvv0FriiL5xsVEjLL12zz3\npSgKCdHhlFU341NVNPtkGfpaQXkjjc0tbMur4a6X1nHtqWOZODz4D+xur5udDTnsOMVGekUefP0V\n39SvZcvIvbv5ahUtaaYUMi1DmJVyFCmmpD6dQ02Di3qHmyNGxff6mJFpFvQ6Ddm51X06l2CQwEcI\nIYQQAedwelAUUFVwhnhXtxaPl7zSBtITTBhDaE2DKVyPTqt0mfGpqHUSrrbQ/MpzNGVtwZCWTupv\nb0YfG9fPM91fWoKJwgoHFbXNJEZH9HzAYSit9ndOGz8shu15NTz+7i+cPH0I58wd1u/lb7WuOjZV\nZLG5IpvdtTl4VH/QHz0niguWezjuJwejh09HN2YURY2l5NUXUNhYTF5DAd8VrmJsrI0T0ucyKnr4\nfmVph2JPsb+ldmZyVK+PMei12NKtZOVUU9PgCpkM2qGQwEcIIYQQAedwtmA1GalpcIV8qVtuaQNe\nn8qIVEuwp9KJoihYTUZqu2hn7ayo4PLiL2lqriZywkSSF92AJiw0Nl9NTzCxNruMwvLGwAc+Vf7A\n54yZmZw3dzjPfpTNF+vy2VVcx+KzJ2CODOy+TA3uRtaXbWRj+Rb21OW2v55mSmF0zEjGxIxiuCUD\nz9g8Ch95kLSP1pA+5nhm22YA0OLzsLXKztf5P7C1ys7WKjtpphTmpB7N1MTJhOkOPfDIKfUHPsMO\nMpM5PjOGrJxqsnOqmT0x+ZCvH2wS+AghhBAi4BxOD4nWcJqcnpAvddtd5H84HB5igQ/4O7vtKarH\n51PRaPZmAOp37eacnR8T5W3GctzxJFx0CYo2dLJV6fEmwF+GNtWWENBrlVQ5AEiKjcAUrufOq6bx\n8v+2s25bOfe+sp7fnjuRIYl7Mx6uFi87C2oZkWYhzHBoj8aqqrKzdg8ri9ayqSILr+pFQWGkdRiT\nEyYwOX48VmPnv0/64SNIvOY6Sl94jqInH2PIHX9DF2VGr9ExKX4ck+LHkVufz1f5P7CpfAtv2t/n\ng12fMi1pCjOTjyQ9KhWNcnAZrJzWjM/QpIMLfMZlxgCQlVM1+AMfm812FPCQ3W4/1mazTQaeAzzA\nDuA6u93us9lsC4BFra/fZ7fbP7XZbOHA60AC0ABcabfbK2w22wzgn61jl9vt9rv7/JMJIYQQIiR4\nvD5cbi+R4XrCmtwhv4FpW2ODUMv4gL+zm09VqW9yt3d5c2RnUfr0k5i8LnImHc+Jl1zWJ2VRfSkt\nYW/gE2il1U2YwvWYwvUAhBl0LDpjHKlxkSxdkcMDr2/gutPGYArXsyqrlJ+2l+N0e5kxLpGFp49r\nP0+Du5FSRxkljnIqm6sw6SOJDY8hPjwWszGKyuZqChuKKWwsZndtDuXNlQAkRSYyO+UopiZOwmzo\nvqTMPH0GLWVlVH20lNIXnyf1lls7dXrLMA/huvGXUeOsZXXJelYXr2Nl0VpWFq3FqDUwJCqNDPMQ\nhprTyTCnYzVaurz3PlUlt7SB5NgIIsIOLsBLiYskOsrI1tya/YLugaTHT22z2W4DLgccrS/dCdxj\nt9s/t9lsbwCn2my29cASYBoQBqy02WxfAjcAW+x2+102m+0i4C/AzfgDp3OBPcBnNpttit1u39jH\nn00IIYQQIaCto1tEmI5wg46mDo0OQo2qquwqqsNqMhBjDr21DNEdWlpbTUbq16ym9OV/o6KwNGku\nE6YdE3JBD4Al0kBUhJ7CisAGPi0eHxW1Toands5oKIrC6bMySYkz8a9Pt/L00qz292LNRiLDdPyY\nXcb0SRHscWXzU9lG6twNvb6uXqPjyMQpzE6dwXBLxkHdg5hTT8eZswfH5l+o+vhD4s46Z78x0WFW\nTs38DScPnUd21XZ+qcwmr76AXbU57Kzd0z7OYohiqHkI6VEpRIdFE220YDVaiAmzUlnTgtPtJfMQ\nGnYoisK4jBhWbikhr6zhkM4RCnoT7u0GzgFea/15IxBjs9kUIApoAaYDq+x2uwtw2Wy2XcBEYDbw\ncOtx/wP+arPZzIDRbrfvBrDZbMuAE1rP26Xo6Ah0utBJ2QLEx/d+YZgILLkXoUPuReiQexFafs33\nw+nzP0DGRUdQ39RCdb0zqN9Hd9cuq26izuFm5sRkEhJC7+EuLck/d5+i4FrxNaWvvIY2MpKa069g\nx08OzkqPCdm/a8NSLfyys5LIqDAiwvzZmI5zVVV1v4BBVVVyiuv5MbuUYSlmjhrffZlVfmk9PlUl\nI8VywO/h5PgobMNieea9X0iJNzFvWjq2DDNvrfuWT7et5cVdXwAQZYhkasoE0szJpJmTSYqKp8Hl\noNxRSVljJdXNtSRExpJhTScjOo2UqES0mkN/To350+/Z9Ps/Uv3pxyROGU/MtKldjk1KnMHx+NcD\nNbU0s6c6n13VueyqymVXdS6bK7PZXJnd6RgFBbPeimGEATVxBDubtUToI4jQhxGhD6e6yYvJGkaY\nzthl0DZzUiort5SQU97I9ImpBxwT6noMfOx2+/s2my2jw0s7gafxZ2/qgO+A81r/3KYBsADmDq93\nfK1+n7HDeppHTU1TT0P6VXx8FBUVvf9NgAgcuRehQ+5F6JB7EVp+7fejsMT/KKBRVfRaBbfHR0lp\nXVA2mOzpXqzLLgUgPS4yJO+ZXgFUldp338b7yyp00TGk3nIra7c6AAcGDSE5b4DE1o1Vf9lWxog0\nS/u9UFWVB17fQEmVg4xkMxlJUWQkRVFc1cTa7FJKqvY+A847IpUL541Erzvw352tu/zlZtGRhi6/\nB5New20XT6HGWcsPRd/y+JYfcbQ0oTWBty6WM8fM5YRR0zrvp6NCjAGGGjIhep8TuqG66vCfUxMX\n3UTB/fdif/SfDP3bXejjetdyOlGTQmJcCrPiZgL+TnLFjaXUuuqpddVS66qjvKmSnJoitDE1bGoo\nY9OaVQc8l4JCmM7oL+sLiyE2PJrYsBhSTEmkWoeiAOuySpk3KeWwP28gdRX8H8oKrn8Cx9jt9myb\nzXYT8CiwDH/2p00UUIs/wInq5rWOrwshhBBiEHI0+0vbIsP1hLcuHm92eYiKCGx3rUMRyo0NAKyR\nek6q+JGo3TswJCWT+vs/oI+JZc9XP6HVKKTFRwZ7il1Kb1vnU9HIiLS9329xpYNdRXUYdBqyWzuH\ntdFpNUy1xTN5RBxfrMvnmw1F5JQ0cONZ44lt3ai1o9Lq1sYGMV13jqtqrubD3Z+zqSILn+ojUh/B\niUOPI4UxPPvuHrJdRuaP7v/+X2FDhpJwyeWUvfoSxc8+Tfr//RmN/uD/jVhby9v2dc8r6yioruSm\nSzKoa6ml2ePE6XHS7HWiaj3UOhr9P3ucNLgb2V6zE2r2Hq/T6DBPiCWnIobi+iGkmIPfJv1gHcpd\nrWZvxqYYmAWsA/6fzWYLA4zAGCALWAWc0vr+fGCF3W6vt9lsbpvNNhz/Gp+TAGluIIQQQgxSHdf4\nhBn95UDNbi9Rge1qfEh2FdWh0yoMTQy9cjHV68X42dtMqd9BoyWBiX+6HV2UGVeLl/yyBoYmRWEI\noX2H9pUWf+AGB1v2+AOdy0+yMWlEHLml9eSVNmCJNHLEqPj2hfjTbAm8umw7a7LLuPvl9fz23AmM\nTLN2OldbK+vk2P3/cnl9Xr4tXMlne5bj9rWQZkrh2LRZTE2cjEHrL737IbOW7JxqtuXVMGbovqmd\nwDMfM4fm3buoX7WCqg/eJ/7Ci/vkvC0eHwVlDoYkxjM5cex+7x8oE+ryuqlqrqbKWc2eujyyq7ZT\n5CtBN6SM+3/azuSECcxLP4ZhlqF9Msf+cCiBz3XA2zabzQO4gQV2u73UZrM9AawANMAddrvdabPZ\nngVesdlsK1vHXtJ6juuBNwAt/q5uPx7uBxFCCCFEaGpsbWZgCtub8XGG4F4+LreXgvJGMlOiuiyl\nChZfSwslLzxLy8YNFIbFs2XKORwR5V+DlFtSH5L7Du0rJS4CjaJQuE/gk5VTBfj3ijGF6xmfGcv4\nzNj9jjcatFx32lhGpFl5fbmd/36zi79cMa3TmJLqJrQahThr52xQXn0Bb25/n8LGYkz6SC4efS5H\nJk7Zbz3LOXOGkZ1TzQc/7ObPl0094HqX+iY3X6zN5/ipaQfMOh0ORVFIuOQymnftpObLZURMmEjk\n2HE9H9iDwopGvD6VjINoSmDUGkgxJZFiSmJC3FjOHD6fn/fk89y332DNKGVj+WY2lm8m0zyEM4fP\nZ2T08MOeZ6D1KvCx2+254F9FZbfbV+LP8uw75kXgxX1eawLOP8DYtW3nE0IIIcTg1jnjs7fULdTk\nti6MD7UAwudyUfzMkzRlZxE+egwfM40o194H8l0h3H67I71OS3JsBAUVjfhUFfAHmzsKahmSYMJi\n6rmLnqIoHDcllTVZpewurqPJ6WnPCKmqSklVEwnR4WhbW0L7VB/Lcr/ls5zlqKjMSJ7G2SNOxaQ/\ncElgZrKZI0bFs2FHBeu3lzN9TGKn9z1eH099sIVdhXWoqFw4b+ThfCUHpDEaSV6wiPwH7qP0Py+S\ncdd9aE2mwzrnnuJD27h0X5OGpqGvy0TZOZIlFyTybeEKtlRu44Ndn/GnI5cc1rn7Q2j9OkMIIYQQ\ng077Gp8wPRHtgU/obWLaFkAMTwmdAMLb3EzR44/SlJ1F5MRJpN78O0xWE7UNrvYxuwpb5x3igQ/4\n9/Nxub1U1jkB2J5fg8erMn7Y/hme7owZGo2qgr1g7yKU+qYWml0ekmP9QU2dq4GnNv2LT3OWYTGa\nWTJ5IZePuaDLoKfN2XOGoddp+NenW9m8u7L9dVVVeW2Zvf37zuqwFqmvhWVkEnvGWXhrayl77WXU\n1kDxUOWU+AOfw21DrdNqGJcRQ2WtC7OazPUTr+aeo/+PRROvPKzz9hcJfIQQQggRUI7WjE9kpzU+\nwc/42PNryC9raH+oDLXGBt7GRgoffZjmnTswTZtOyo2/RaM3YDUZcDg9uFu87fsOxVnCiI4KvX2H\n9tXWfKGt3K0teJgwLOagzjM2w7/+Zlvu3sCntGpvY4Nt1Tt4YN1j2Gt2MSFuDLdPvwVbzIhenTs1\nLpIl501EURSe+mALv7R2ivvq50JWbC5hSKKJ0UOsFFU4qOkQgPa1mPmnEj5yFI0//0T96pWHda6c\nknrCDFqSDrD26WBNGuFvarBpp/97iQ2POWAzhVAkgY8QQgghAsrh3L+rW7DX+Njza3jozY3c9dJ6\nbnt2DW98uYOdhbXEmkMjgPDU1VLwyIO4cnMwzzqG5IXXo+j8313bJqa1jS5Kq5twOD2duqSFsvQE\nf9OItgYHWXuqCDNoDzrYHJZiwaDTsC1vb+BTUt0EqNSFb+fpTf+mydPMeSPPYNGEq3rM8uxrXEYM\nN583EY2i8PTSLXzwwx7++/UuzBF6lpw7kckj/a2m29YnBYKi0ZB07QI04eGUv/kGLRUVh3SeJqeH\n0qomMpKi0PTB5rYTR8SiAJt2VfY4NtRI4COEEEKIgGpyetAoCmEGLeEduroF08ercgGYPCKOJpeH\nr38uDJkAwlNfT+HfH8ZdVIh13gkkXnk1imbvI5s1qi3wcbeXXYX6+p42bS2tC8sbKal0UFbTzJih\n0Qe9p5Nep2FkupWiSgd1jf6sS0lVI/qh29jg+B6zwcStU2/kuPTZXW7I2ZOxHYKfT1fnotHA4nMm\nEmMOY3ymP0OVHcByNwB9XDwJF1+G6nJS9uqhlbzlldajApkpfbMhrznCwPBUC7uK6mhsLWMdKCTw\nEUIIIURAOZwtRITpUBSFMEPwmxvsKKhlW14N4zJjWHLeRP65ZDZ/uGgyp8/M4IxZGUGbF4C3oYHC\nRx/GXVKM9YQTib/40k5BD4C1NeNT0+Bi5wBpbNDGajIQGaajoKKRDfZyACYc5PqeNmNb201vzavB\n6XGxoeV/6BLzSYpI5I/TfstQc/phz3dMRgy3nD+JlLhIrjllTHtgnBwbQYzZSHZONT7f4a2/6UnU\n0TOJGD+Rpm3Z1K86+JK3nFJ/m+rDbWzQ0aQRsagqndZADQQS+AghhBAioBxOD5GtnbciQqCr28er\ncgA4c1Ym4F+wPTYjhrPnDGtfGB8M3sZGCv+xN9MTf+HFB8xWdAx8dhfVYTRo2/fICXWKopCeYKKi\nppnVm4sB2rMnB2tshv+4jXm5/GPDMzQZilEa4vnDtJuIDrP2cHTvjR4azX3XHcWMcUntrymKwvjM\nGBxOD7mlDd0cffgURSHx8itRjGFUvPMWntragzo+r3V+GUl9F/hM3medz0AhgY8QQgghAkZVVRzN\nLUSG+zeIbG9uEKSubltzqtiaW8PYjOiQKGtr43U4KPzHI7gKCrAcO8+f6emiRKttDVJRRSMlVU0M\nTzGj0Rz+2o3+kpZgQgU276okOTaCOGv4IZ0nPdFERFIp2fqPKGoswVOWTmrjcYTr+nZvna607TUU\nyHU+bfSxscSfdwG+pibK33ztoI6tqnei0ypEm/tu7VpKXCTx1jCycqrxeH19dt5Ak8BHCCGEEAHj\nbvHh9ante62Et2Z8nEHq6vbWcjsAZ7Rme0KBt8lB4WN/x5Wfh2XOsSRcclm361LaAp+2xeUDpcyt\nTXqH7NSBNirtDafHxRvb3kUdsgkVODbmVFryxpES23+ZrzEZ0ShKYNtad2SZe6y/y9uGn2n4eX2v\nj6uqdxITFdYnjQ3aKIrCpBFxON1e7PkHl4EKJgl8hBBCCBEwbR3dTGGtGR9DW8an/wOfXUV1bNpR\nwZih0YxK77tSqMPhbWqi6LFH/d3bZh9DwmVX7LemZ1/mSD2KsrdNeChlrnojPbFD4HOQbawBapy1\nPPLzU6wt/YlobQKurJnkb/eXcSXFHH675t6KDNMzLNnMnqL69k16A0nRaEi88hoUnY7yN17D63D0\neEyLx0ddo5uYPsz2tGkvdxtA3d0k8BFCCCFEwOzdw8cf+Gg1Gox6bVC6un28snVtz+zQyPb4nM0U\n/fMfOHP2YJ45i8Qrru4x6AH/d2iONACgAMOSB1bgkxIbiaKAQafBdpABaFVzNY9teI5SRxlz02Zy\nw7iFqK5Islv380nug31qDsa4zBh8qsq2vP7J+hiSkvwbm9bXU/nhBz2Or2nwbxQba+778r9R6VbC\njTo27aw87A1W+4sEPkIIIYQIGEdru9u2Ujfwr/Pp74xPTkk9WTnVTBwRFxLZHp/TSdE/H8O5exdR\nM44m8aprexX0tGlrcJAab+r03Q4EBr2Wk44cwvknjMKg1/b6uPKmCv6x4VmqnNWcmvkbzh95Jimx\nUZ32XerPjA/A+GFt63z6J/ABiD7xZAxJydR99w3OvNxux1bV+1t9xwQg8NFpNUwYFkNVvZOiip6z\nT6FAAh8hhBBCBEx7xqe1uQFAuEHX7xuYfro6F4ALThjVr9c9EF9LC8VPP0Hzzh1ETZ9B0jULDiro\ngb2bmA60Mrc2F8wbwUW/sfV6fImjjMc2PEetq46zhp/CKZm/QVEUFEVpb2ut0yrEWQ6tUcKhykyO\nIsKoI2tPdb9lPRSdjvhLLgNVpfyN11B9XTcXqK5vzfhYAtPwYdIAK3eTwEcIIYQQAdO2xieyQ1Yi\n3Ni/pW5FFY1s3FnJsBQzE1sf1IJF9XopfeE5mrZtJXLyFJKuPfigB/ZuYjoite9aFIeqUkc5j294\njnp3A+ePPJPfDD220/ttba0TYyL6vbudVqNhbEY0VfVOSqub+u26kWPHYZo2Heee3dSvXtXluKrW\nwCcQa3zAvweTRlHYvCfwne36ggQ+QgghhAiYpn3W+ACEGXS0eHz91gb387X5AJx69NBuu6UFmurz\nUfbKSzRu/Jnw0WNIXnQDirb3pV4dHWmLZ/QQKxOHBzeQC7Sq5mqe3PQijS0OLrKdzbHps/YbMyYj\nGp1WQ0ZiVBBmuLfcbcue/it3A4i/4CIUo5HK997pstFBe8YnAKVuAKZwPSdMSyMjKTjf/cEaWEWh\nQgghhBhQ2jI+HdehRLS3tPZiCg/s72Arapv5cWsZqfGR7WU5waCqKhXv/pf61SsxZmSSungJGr3h\nkM83JiOGMRmHtvHnQFHnqueJTS9S66rj7BGnckzq0QccZzUZufuaI9sbPvS3icP9gc+mnRWceGR6\nv11XHxND7GlnUvn+O1R++D6Jl16x35j2NT5Rgdvb6KLjRwbs3H1NMj5CCCGECJgDrfFp28S0qR/W\n+XzxYz4+VeXUGUP7dB+Tg1X96cfUfrkMQ0oKabfciiasf9eiDDSNLQ6e2vQvKpurODnjeE4YMrfb\n8cmxkZ2yiv3JajIyLMXMjoI6GlubefSX6N+c2Nro4FtcBfn7vV9d78QUrsdoOLTM4mAjgY8QQggh\nAqatq1unNT6G1oxPgAOf2kYXKzaXEG8N48gxCQG9Vndqvv6Sqo+WoouLI/V3f0Rr6r9NNgcip8fF\nM7/8h2JHKXPTZnFa5onBnlKPpoyMw6eqbNndv2tdFJ2O+IsuAVWl4p3/dmqwoKqqf/PSAK3vGYgk\n8BFCCCFEwDQdoLlBWGupW6BbWi9fX4DH62P+jKFoD6GBQF+oX7OairfeQGs2k/a7P6KPjg7KPAYK\nj8/Dv7JeI6++gKOSpnLeyNODui6rt9o289y4s6Lfrx05fgIR48bTtC2bpqwt7a87nB7cLb6Are8Z\niCTwEUIIIUTANDo9GHQa9Lq9pTbhraVugezs5m7x8u3GIiwmA7PGJwfsOt1p3LSR0pf+hSYigrTf\n/RFDYmJQ5jFQ+FQfr297l23VOxgfO5pLR5+HRhkYj6opcZEkWMPZklNNi6d/mnZ0FH/+haAoVLz7\nNqrX/++qqq6to5sEPm0Gxt8mIYQQQgxITc6WTut7AMKNgS91q6xz4nJ7mTQ8Fr2u/x93mnbYKXnu\naRSdjtSbf48xvf8WvQ9EqqqydNdnrC/bSKZ5CNeOvwytZuCsS1EUhckj43C5vWzLq+n36xvT0jHP\nOgZ3cTF1K1cAge/oNhBJ4COEEEKIgHE0ezp1dIO9a3wCWepWFcSHPldRIcVPPo6qqqTctITw4SP6\nfQ4DzVf53/NNwQqSIhK4ftLVGLTB6dB2OKaMbN3MMwjlbgBxZ52DYjBQ9dEH+JzNAd/DZyCSwEcI\nIYQQAeHzqTS7PPt12+qPUre9D339G/i0VFdR9Pij+JqbSbr6WiLHje/X6w9EX+f/wIe7P8dqtLB4\n8nWY9JHBntIhGZFmwRSuZ9OuSnwdmgz0F53VSszJp+Ctr6f6i8+pbm1lLRmfvSTwEUIIIURANLk8\nqHRubAD+DUwhsBmfYJT5eB0Oih7/B56aGuLOuwDzjJn9du2B6su87/hg16dYDGaWTFlIdJg12FM6\nZFqNhknDY6ltdJNX2hCUOUSfNB+txUrN8mU0lFcCssanIwl8hBBCCBEQezu6dbXGJ4AZn9aF3bGW\n/nno87W4KX76CdzFRViP/w3RJ83vl+sOZB9uW9ae6bnliEUkRsQHe0qHbfJI/2fo2N3Np6rtgXig\naYxGYs88C9XtJjl7FVqNgsU08MoGA0UCHyGEEEIERNvmpfut8WkvdQvkGh8XChAdFfj1DarPR+m/\nXqB5hx3TtCOJv/DiAdGCOZi+yP2aNzd/SLTRyi1TridhEAQ9AOMzY9BpNWzcWYnL7eXbDYX85cUf\n+cMzq1mdVdIvc7DMnI0+PoHM0mzSDe6gbtwbaiTwEUIIIURAONoyPl10dQt0qZvFZECnDeyjjqqq\nVPz3LRp//onwUTaSrl2AEqQ9gwYCVVX5cNfnfLJnGXERMdxyxCLiI2KDPa0+YzRoGZsRTVGFg1uf\nXsVry3dQWdeMTqvhnW930+QM7N5V4N/U1Hr6mWhVH0dX/hLw6w0k8i9TCCGEEAHhaPY/5O2/xqc1\n4xOgwMfnU6lpcPVLmVvNsv9R+/WXGFJSSblpCRq9lBV1xaf6eMv+AV/mf0diRDz3HH8rceGDJ+hp\nM3xsArEAACAASURBVH1MAgBarcIZszJ45IaZnD4rg3qHm09W5/TLHFpGT6bCYGFI6TbcpaX9cs2B\nQAIfIYQQQgREV2t8tBoNBr0mYF3dahtdeH1qwBsb1K9dTeV776CLjiH1llvRRg7MbmT9wePz8HL2\nW6wq/pE0Uwq/O+IG4iJigj2tgDh6XBJ3XDGVv984k7OOGYbFZOTk6enEWcL46qdCSqocAZ9DTaOb\nFTGTUVCp+nhpwK83UEjgI4QQQoiAaGwt64kM1+33XrhBF7ANTNva+Aaym1XTtq2UvvRvNBERpN7y\ne/Qxg/Mhvi+0+Dy8uOU1fi7/heGWDG6esogogynY0woYRVEYnmJBr9u7Aatep+Xi40fi9am8+dVO\n1AC3u66qd7Ijcgju+BQa1v2Iq6AgoNcbKCTwEUIIIURAdJXxAf86n0CVugV681JXcTHFzzyJoiik\n3LQEY2paQK4zGHh9Xl7KeoOsqm2MiRnF4snXEaEPD/a0gmLyyDjGZcaQnVPNpl2VAb1WVb0LFAVl\n3ikAVH70QUCvN1BI4COEEEKIgOhqjQ/4O7sFqtQtkIGPp+7/s3ffgXHVZ77/31OkUe+SZUnu5bjb\n4GBTHTqmg+mdEJppSXb3t3t/u9n7u7u/LXezuQmYEhJ6DSH0TigBTLEN2Mb9uNsqVm8zGk0/9w9J\nRthWH2kkzef1l3R05nue0VGZZ77f7/M0Ub7iN0RaWxlz402kGDOifo3RIhwJ8+SWP/Jd7WamZ0/l\n1rk3kOiI3z1QNpuNq06bhsNu44WPdhAMDV45947y2ZkLFpA0dRot69fh27d30K43UijxERERkUHR\nUdUt5QgzPkmJToKhCKFwJOrX7Uh8cjKiW8o64vdT8cB9hGpryb3wYjUo7UbEivDstj+ztnoDUzIn\ncvu8G0l0HP5zEG+K8lI55ehiahp9rN0+eLM+nZP/3PMvBKD+nbcG7XojhRIfERERGRQtvhA2IMV1\npBmf9iamgzDrU9/evDQvilXdrEiEyscfwbdnN+nHHU/OeRdEbezRxrIs/rT9NdZUrmVixniWz78J\nVxzP9Bxq0YwxAOwsaxq0a9Q3+0lNcpLscpIyazZJkybj+fYb/OXlg3bNkUCJj4iIiAwKT2uQlCQn\ndvvhDRSTB7GkdV2zj6REx8HkKhpqX3npYK+eMdf/RA1Ku/HX0pV8Xr6KkrQi7pz/U5Kdg19WfCSZ\nUJiG02FjZ8XgJD6WZVHX7DtY3MNms5Fz7vmAZn2U+IiIiMigaHD7yUo/8nKzwWxiWtfsJzcjKWrJ\nSeOnn9Dw3jskFBZSdMfd2BO0ZKsrm2q38srOt8lMTGf5/J/EbSGD7iQ4HUwoTKe0yoN/EGY8vf4Q\n/kD4B3vcUufNJ7FkHO41qwhUVUX9miOFEh8RERGJOl8gRKs/RHYXiU/SICU+Xl/bdaPVvLRl00aq\nn3saR1o6xff8DY600VuGeaAqPJU8sfl5nHYHt827kSxXZqxDGramFmcSsSz2HGiO+th1TYfvcbPZ\n7eSeez5YFvXvvh31a44USnxEREQk6hrc7b10upzxaV/qFuV3vOsPFjYYeOLjLyvlwMMPYrPbKbrr\nHhILCgY85mjlCbTw8IYn8YX9XDfzCiZkjIt1SMPa1OK2pHBnefSXu3X0sTq0qmHawh+RUFhI81df\nEKyri/p1RwIlPiIiIhJ1HYlPdvqRE5DkxPbiBlGe8fm+mtXAKrqFmhopX/FbIj4fhT+9leSp06IR\n3qgUjoR5dNMz1PnqOWfi6SwcMz/WIQ17UwYx8anrIvm32e3knH0ehMM0vP9O1K87EvRq159hGIuB\n/zJN82TDMAqAR4BswAFcb5rmLsMwbgFuA0LAv5mm+ZZhGMnAs0AB4AZuME2zxjCMY4H72s/9i2ma\n/xL1ZyYiIiIx833i09VSt8Gd8RlID59IIEDFAysI1deTt+xS0o9ZFK3wRqXXdr3DjsbdLMify9mT\nTo91OCNCVpqLvMwkdpU3EbEs7FEsltFdH6uMxcdS9+ZrNH32KTnnXoAzM76WI/Y442MYxt8DjwId\n371fAc+ZprkE+CUwwzCMQuAe4ATgLOA/DcNwAcuBjaZpngQ83X4+wMPA1cCJwGLDMI6K3lMSERGR\nWKvvYalbyiDt8akd4FI3y7KoevIxfHt2k3HcCWSffW40wxt1vqlaz8elKylMKeC6mZdht2kxUW9N\nLcmkxReiqt4btTG/NWv4eG0ZDruNgpzDC0vYnE5yzjobKxSi8a8fRe26I0Vvfjp3Acs6fX4CUGIY\nxofANcAnwCLgC9M0/aZpNgE7gXm0JTbvtT/uXeB0wzAyAJdpmrtM07SA9wG9PSAiIjKKdMz4dFXV\nLSlxcBKfrvY39Prxb72Be81qkqZOo+D6G1W2uhsVnkqe2/pnkhwubpl7PUkqW90n0zqWu0Whn49l\nWbzxxR4efHUjALdfOJuMlCP3Tso4/kTsqak0fvIxEb9/wNceSXpc6maa5suGYUzsdGgi0GCa5umG\nYfxP4B+A7UDnu+YGMoGMTsc7H2s+5NzJPcWRnZ2C0+no6bQhlZ+fHusQpJ3uxfChezF86F4ML/F2\nP1raE5ppk/JISz68/LMnGAHa9h1E83vT7A1it9uYNikXh+PI7+92db3az7+g7vVXcRUUMPef/18S\ns+JrGVBfeAOtPL7mWQKRIH97wq3MLZnSr3Hi7feis2PmFvHMX7ZTVucd0PfBFwhx3wvr+Py7Cgqy\nk/nlTYuZVNTdz246vnPPpuzFl4hs/IYxZy8F4uNe9KezVx3wRvvHbwL/DnwDdP5upQONtCU46d0c\n63y8Ww0N0ZsGjIb8/HRqatyxDkPQvRhOdC+GD92L4SUe70dVbQuuBAdedyutHt9hX/e1tL3TXN/U\nGtXvTVV9C9lpidTXtxzx613dC9+e3ZTeez82VxKFd95DU9AOcXbPesuyLB7Z+DQHPNWcMf5kJrum\n9usexuPvRWcpDhuuRAebdtUO6Pvw8qe7+Py7CqaXZHLHxXNJS7D3OF7i4pOwvfIapa+8gePo4ygY\nkzmq7kVXSVx/FmJ+DpzT/vESYDOwBjjJMIwkwzAygZnAJuCLTueeDaw0TbMZCBiGMcUwDBtte4JW\n9iMOERERGabq3X6y011dLhVLTor+UrdQOEKD29/n/T3BhgbKH1iBFQox9rbbcRWXRC2m0ejTsi/5\nrnYz07OmcP7ks2Idzohlt9uYUpTBgTovntZgv8epqG1L8u9cNpeM1CMvbzuUMzOT9OOOJ1hdhWf9\nun5fe6TpT+Lzt8D1hmF8CSwF/sM0zUpgBW0JzMfAP5mm6QN+B8w2DONz4Fago3rb7cBztCVM60zT\nXD2wpyEiIiLDRTAUxtMa7LKiG0BSYntVtygmPo0eP5ZFn5qXRvx+Ku6/l3BTI/mXXUHavAVRi2c0\n2u8u49Wdb5GWkMoNs6/EYR9e2xBGmo5+Prsr+r/Pp9Hjx+mwH3FJaXeyz2hb4tbw/rv9vvZI06ul\nbqZp7gWObf94H3DGEc55hLYy152PeYHLjnDuqo7xREREZHTpqXkpgMNuJzHBHtVy1n0tbGBFIlQ+\n/gj+/fvIOHEJWWdo9qI7vpCPJzY9T8gKc/2sK8hyaQ/UQHVuZDpvSl6/xmj0BMhKS+xzIQ5XURGp\n8+bTsuE7mreZkFvUr+uPJKo5KCIiIlF1sIdPD01EkxOdUZ3xqWvqWynrujdexfPtNyRPNxhz7fWq\n4NYNy7J4wXyN6tZaThu/hNm5M2Id0qgwuSgDG/2v7BaxLJpbAmSl9a9hb/ZZZwNQ8dobPZw5Oijx\nERERkaj6vnlp9wlISpITry+KiU8fmpc2r1lF/VtvkpBfQNEdd2Nz9qfeU/xYXfktX1etZULGOC6Y\nvDTW4YwaKUkJFOWnsvtAM+FIpM+P93iDhCMWmWm929tzqOTpBq4JE6lbtZpgTU2/xhhJlPiIiIhI\nVH2f+HT/LnR6cgItrUEiESsq160/mPh0f13fvr1UPfk49qQkiu7+GY60tKhcf7Sq8dbx4vbXSHIk\ncdPsq3HalSRG09TiTALBCGXVR65E2J1GT3u/rNT+zfjYbDayTz8DLIvGT0Z/Q1MlPiIiIhJV9b3Y\n4wOQmpyABXijtNyttrnnpW6BxkYqHlyBFQxSePNtuIqKo3Lt0SocCfPUlj/iDwe4wriIvOTcWIc0\n6hTnpQJQ1Y/WLY2eAABZ6f2b8QFI+9EiEjIzaVq5ctQ3NFXiIyIiIlHVMeOT1dOMT0pbFSq3NxCV\n69Y3+0lxOUl2HXlGwgqF2Pa//5tQfT25Fy0jbcFRUbnuaPbevo/Z07yfH41ZwKLCo2MdzqjUsT+n\nydP334Om9hmfzH7O+ADYExIYc9YZRLwtuFev6vc4I4ESHxEREYmqBrcPp8NGeg/lddOS296lbmkd\n+IyPZVnUNfu6LGVtWRbVzz+De+s20o9ZRM455w34mqPdnqZ9vLf3I7JdWVwx/eJYhzNqdfTeaWzp\n+2zLwaVuA5jxAShceiY4HDR8/CGWFZ2lp8OREh8RERGJqp6al3bo6Dvibh34jI+7NYg/EO6ysEHT\nJx/T9NmnpE6exJgbf6oKbj3whXw8ueUFLMvihllXkJKQHOuQRq2s9sIEzf2Y8WlsaV/qNoAZHwBX\nbi5pRy0kUFZK647tAxprOFPiIyIiIlETCkdo9gR6rOgG3yc+Hm//u9Z3qKxr2x9RmJty2Ne827ZS\n/cLzONLTmfmP/4DdNbAXifHg5R1vUdtax+njf8y07CmxDmdUy2xf6taRxPRFYy+XlfZG1qmntY35\n0QcDHmu4UuIjIiIiUdPkCWDRc2EDgLT2PT4eXxQSn/r2xCfnh4lPsKaGiocfBGDs8rtw5ecP+Fqj\n3ZY6ky8PrKEkrYjzJp8Z63BGPVeCg2SX4+B+nb5oagngdNhITRp4pb3kadNxjRuHZ91agvX1Ax5v\nOFLiIyIiIlHT21LWEOUZnyMkPhGfj/IHVxDxeCi4+jpSphsDvs5o1xpq5bltL2G32blu5uUqXT1E\nMlJdNPVnxsfjJzM1MSpLN202G1mnng6RCE2f/nXA4w1HSnxEREQkaho8vU98OoofeFqjv9TNikSo\nfOJRAmWlZJ5yKlk/PnnA14gHr+x4i0Z/E0snnkZJelGsw4kbWamJuL1BQuHeNzG1LIsmT+BgVbho\nSF98HPbUVJo++4RIcOC/l8ONEh8RERGJmob2Xjq92eOTGs3Ep95LapLzYDJV//abeL79huTpBgVX\nXD3g8eNB2xK3rylJK2LphFNjHU5cyewocNCHWR9Pa5BwxDq4Ryga7ImJZJ5wEmG3m5Z1a6M27nCh\nxEdERESi5mDz0oyeX4ylJDmx2doqsg1EKByhprGVwpwUbDYbnnXfUvf6qzhzcxm7/E5sTi3X6smh\nS9wcdkesQ4orB3v59CHxOdi8NG1gpawPlbnk5LbxP/skquMOB0p8REREJGr6ssfHbrORlpxAywAT\nn5rGVsIRi8LcFPzlZRx49BFsiYkU3/UznOkZAxo7Xry0400tcYuhzPZePn1pYnqweWkUZ3wAEgsL\nSTZm0LptK4GqyqiOHWtKfERERCRqGtx+7DYbGSm9exc6LTkB9wCLG3QUNihKgYr778Py+yj86S24\nxo0f0LjxYn31RlYd+IZxWuIWMx1L3frSxLRjP120Z3wAMtv3xDV99mnUx44lJT4iIiISNQ1uH1np\nidjtvasylZacQIsvSGQA3eIr673YrAgTVr5CsLaGnPMuIH3hMf0eL540+pt4ftvLJNid3Dj7Ki1x\ni5GOWZu+zfh0LHWLfl+qtKMWYk9Lo/mLz0dVkQMlPiIiIhIVkYhFoyfQq2VuHdKSE7As8PpC/b5u\nZZ2XU+rW4ty/k9QFR5F7wUX9HiueRKwIz279My0hLxdPPY/C1DGxDiluZXUsdevTHp/2pW6p0Z/x\nsSckkHn8iYQ9o6vIgRIfERERiYpmb4BwxOpVRbcOaVGo7Obcup5FjVtIKBzL2JtvxWbXy5ve+Kzs\nK7bWb2dWjsGS4uNiHU5c+37Gp/dL3Q7O+PThjYY+xTQKixzoL4OIiIhERUdhg5y+zPikDCzx8Zfu\n5+htHxJwJFJ81z3Yk5L7NU68qfBU8tqut0lLSOXamZdHpQGm9F9qkhOnw3awUltvNHr8OOy2g28e\nRNsPihxUjo4iB0p8REREJCrqm3tf0a3DwRmffhQ4CHs8lD2wggQrzIZ5S0ksHNvnMeJRIBzgic3P\nE4yEuHrGJWS60mMdUtyz2WxkpibS1IfiBo2eAJlpidgHMWntmPVpWjk6ihwo8REREZGo6Nhz0K/E\np48zPlYkwoE//I5wXS2fZ8/DPmNunx4fryzL4gXzVSpaKllSfBzz8+fEOiRpl5HqoskTwOpFoQ/L\nsmhq8ZOZOjjL3DqkHf19kQMr1P99eMOFEh8RERGJinq3D4CcIdjjU/vKS3i3bMY/cQaf58ynMDel\nT4+PV18eWMPqym8Zn17Csmnnxzoc6SQrLZFwxKKlF4U+WnwhQmFrUEpZd2ZPSCDj2OMJe9x4Nnw3\nqNcaCkp8REREpF8++66C//7jOp7/cDtfbDxAaZUH6NuMT3py2ws3d2vv9za4v15Dw3vvkDCmkB2L\nzgebjbE5Snx6Uuqu4MXtr5PiTObmOdeSYHfGOiTppKPAQWMvChw0HuzhM7gzPgCZJ5wEQPOXnw/6\ntQabfuJFRESkX/66tpx9VW627ms4eMzG980Ye6OjuEFLL2d8/GWlVD7xKDZXEkV33s3bq+oBKFTi\n063WUCuPbnqGUCTEzXOuJTc5J9YhySE6l7Quye/+3IOlrAd5xgfANW4crvETaNnwHaGmJpyZmYN+\nzcGiGR8RERHplwaPn7zMJP7xuoVce+Z0Tpo3lktPmYLT0fuXFx1L3dy9KG4Qbmmh4sH7sQIBCm+6\nGVdRMQfqWkh2OcgYhF4mo4VlWTyz9c/UttZx5oRTmJs3K9YhyRFktCcxvSlpPZjNS48k44QTIRLB\nvfqrIbneYNGMj4iIiPRZKByhuSWAMS6LqcWZTC3u37vAKS4nNlvPMz5WJMKBR35PsKaanHPPJ33h\njwhHIlQ3tDJ+TLrKMXfj49KVfFeziWlZkzlv0pmxDke6kJXa0cun52Wf3y91G5qEP2PRsdS8+AJN\nX3xO1hlnjdjfN834iIiISJ/1p4LbkdjtNlKTEnD3kPjUvf4q3k0bSJkzj9wLLwagtslHOGJpmVs3\ndjXu5bVd75CRmM5PZl+Dw+6IdUjShY5la73p5dM4xDM+jvR00hYcRaC8DP++fUNyzcGgxEdERET6\nrNEdva7xackJ3VZ1c3/7DfVvv0lCfgFjb7kNm73t5UtlnRdAFd264A54eHzzc1iWxU2zr1a/nmGu\nI4npTS+fpoN7fIYm8QHIOP7Etmt/sXLIrhltSnxERESkzxqiNOMDbQUOWlpDRI7Qv8RfUU7l449i\nS0yk6M67caSmHvxaZX1b4qOKboeLWBGe3PxHGv1NXDB5KdOyp8Q6JOlBekoCNnq71C2A3WYjvb04\nyFBInTMXR0YG7tWriAT73nB4OFDiIyIiIn3W4G5PfKLwjnNaUgIRy6LV/8P+JWGvl4oHV2D5fRT+\n5GZcJeN+8PUDHTM+SnwO897ej9jWsIM5uTM5fcKPYx2O9ILTYSctJYHGlt7t8clMS8Q+hHttbA4H\nGccdT8TbQst364bsutGkxEdERET6rKG9WWm0Znzgh01MrUiEysf+QLCqiuyl55B+zKLDHldZ78UG\nFGQnDziG0WRX417e2fMh2a4srp91BXabXu6NFJmpLpp7WOpmWRaNngCZMahkmHF8W0+fps9HZk8f\n/SaIiIhInx2c8YnSHh8AT6eS1vVvvUHLd+tJmTWbvGWXHvaY+mYfFbUt5GYmkZigDfsdWkOtPLnl\njwDcOPsqUhM0GzaSZKYl0uoP4w+GuzzH6w8RCkeGrLBBZ67iYlwTJ+HdvJFQU9OQX3+glPiIiIhI\nnzW6/dggKv1z0jt6+bTP+HjWr6Pujddw5uUx9tblB4sZAJTXtvDYW1v4h4e/wtMaZNZENeLsYFkW\nL5ivUu9rYOnEU5maNSnWIUkfHWxi2k0vn0b30JayPlTGsceBZeH+ek1Mrj8Q6uMjIiIifdbg8ZOR\nltinZqVd6ZjxaWkNEqg8QOVjf2grZnDH3TjS0gBwewM8877JN2YNAGNzU1i6aDzHzSkc8PVHizWV\na/mmaj2TMsZz9sTTYx2O9EPmwcpuAQqyjzxb17EHKBYzPgDpxyym5sUXcK/+iuzTz4hJDP2lxEdE\nRET6xLIsGtwBSvJTez65Fw4udWt0U/GnJ4i0tlJ4y20kjZ8AwPbSRn7/xmYa3H4mjc3gvOMmMH9a\n3pBu7B7ualvreHH7ayQ5XNw4+yr16xmhOnr5dFfZ7ftS1rGZ8XFmZpIycxbezZsIVFWSOGbkvPmg\nxEdERET6xNMaJBSORGV/D7QXN7Ascj5+mUDlAbLPOIuMxccRsSzeXbWPVz/bg4XFsiWTOee4CUp4\nDuEL+fj9hqfwhf1cP/MK8pJzYx2S9FNHwYLG7pa6DXHz0iPJOPY4vJs34V69itwLLopZHH2lxEdE\nRET6pKOwQTSal0LbjM9xDRvJrDdJnjGTvEsvB+CRN7eweksVWWmJ3HbBbIzx2VG53mgSsSI8ueUF\nKloqWVJ8HIvHLox1SDIAWZ2WunWlrsn3g3NjIe2oo7ElJtK86ityzr8Q2wh5M0LFDURERKRPOt6N\njkYPHwDn7m0sqV9Pa1I6Y29bjs3hoKklwOotVZTkp/G/blqkpKcLr+96l421W5iRPY1Lp10Q63Bk\ngHqz1G1XeRNOh52ivOgsNe0Pe1IyaQuOIlhdhW/PnpjF0VdKfERERKRPolnKOlBVRdPTjxK22flq\nzrk40zMAMPc3ALB4VgEZKbHZyzDcfVXxNR/u/5SClDx+Ouca7esZBQ4udeuil4/XF6K0xsPkogwS\nnLF9GZ+++DgA3Ku/imkcfdGrpW6GYSwG/ss0zZM7HbsauNs0zePaP78FuA0IAf9mmuZbhmEkA88C\nBYAbuME0zRrDMI4F7ms/9y+maf5LFJ+TiIiIDKJoJT4Rn4+KB1cQaW3lr8UnccD5/azOtn1tic+M\nCZrpOZKdjXv4o/kKKc5kls/7CSnq1zMqJCU6cSU6upzx2VXRhGXBtJLMIY7scKmz52BPS8O9ZjX5\nl1+JzTH8E+8eU0XDMP4eeBRI6nTsKOCngK3980LgHuAE4CzgPw3DcAHLgY2maZ4EPA38sn2Ih4Gr\ngROBxe3jiYiIyAgQjcTHsiwqn3iUQEU5WaeeTlnxbDyt3zcw3bq/kaREBxML0wcc72hT21rHHzY+\nhYXFLXOvoyAlP9YhSRRlpSZ2ucdnR1kjANPHZQ1lSEdkczpJP2YRYXcz3q1bYh1Or/RmjmwXsKzj\nE8MwcoH/AH7e6ZxFwBemafpN02wCdgLzaEts3ms/513gdMMwMgCXaZq7TNO0gPcBFZsXEREZIRo8\nHQ0U+5/4NLz3Dp5vvyF52nTyL7+S9OQEPN5ge6lsP1X1XqaPy8Jh16r8zlpDPn634Ulagl4un34R\n07OnxjokibLMNBfulgDhSOSwr20vbcIGTCmK/YwPQEb7crfmEbLcrcelbqZpvmwYxkQAwzAcwGPA\n3wCtnU7LAJo6fe4GMg853vlY8yHnTu4pjuzsFJzO4TWFlp+vd6GGC92L4UP3YvjQvRheRtP98LSG\nSElyMr6kf8vQGtatp/bVl0nMzWHOL/+BxKwscjKT2VneREp6MltK2146LJxZOCjft5F6LyKRCP/1\n+VNUtlRxzrRTWLZgZDWPPJKRei8G05jcVLaXNpKQlEhuZvLB48FQmL0HmplUlMmEcdFfAtqfe2Hl\nHUVtSQlWbc2IuJd9LWe9EJgG/I62pW+zDMO4F/gY6Pxs04FG2hKc9G6OdT7erYYGbx9DHVz5+enU\n1LhjHYagezGc6F4MH7oXw8toux81DV4yUxP79ZwCNdXs/9VvsNntjLntLpqCDqhxk+hoK4e7r7Se\nNZsOADAuLznq37eRfC9e3vEm6w5sZlaOwdLiM0fs8+gwku/FYHI5234Xdu2rJzI24+DxnWVNBEIR\nJhVG//s2kHtR9Hf/A8uKDKt72VUS1qf5Y9M015imObu9yMGVwBbTNH8OrAFOMgwjyTCMTGAmsAn4\nAjin/eFnAytN02wGAoZhTDEMw0bbnqCV/XhOIiIiMsQCwTAtvlC/9vdE/H4qHryfiLeFgmuvJ3ny\n9ws+0pITAHC3Btm2v4EUl5PxBcP/HeShsurAN3xcupLClAJumnO1KriNYuMK0gBYt6P2B8c79vdM\nGzc8lrl1cKSlHazGONxFZeGsaZqVwAraEpiPgX8yTdNH28zQbMMwPgduBTqqt90OPEdbwrTONM3V\n0YhDREREBldDP3v4WJZF1VNPECgrJfPHp5B54pIffD0tpS3x2V/loabRx/RxWdjtI6Mp4mCrba3j\nxe2vkeRI4vZ5PyHZmdzzg2TEWjRzDKlJTj5bX04w9P0+n+2l7YlPSewLG4xUvVrqZprmXuDY7o6Z\npvkI8Mgh53iBy44w3qpDxxMREZHhr7G9oltWH2d8Gj94H/eaVSRNmUrBVdcc9vWOGZ9vtlUDKmPd\nIRwJ89SWF/CHA9ww60ryU3JjHZIMMleCg5PmFfHemv18va2K4+eMJWJZ7CxvIi8zKSr9s+KVSqWI\niIhIr3WUss7pw4sv79Yt1Pz5Tzgysyhafhc25+Hvu3YkPtvaG5fOGK93tQE+2P8Ju5v2cXTBPI4Z\no+4f8eKUo4uxAR99Ww5ARW0LLb7QsChjPZIp8REREZFeO1jKupeJT7CulorfPwR2O0XL78SZdeQX\nbh2Jj2W1fVzSvs8hnu1rLuXtPR+Q5crkSmMZNpuW/sWL/Kxk5k/NY8+BZnZXNLOjrK3S4XBo1x0U\n3AAAIABJREFUXDqSKfERERGRXutL89JIINBWzMDjoeDqa0meOq3LczsSHwBjXBb2OH+RHwgHeGrL\nC0SsCNfNvJzUhJRYhyRD7LSFJQB89G0pO0qHT+PSkayv5axFREQkjh1MfHoobmBZFlXPPIl//z4y\nTlpC5pKTuz2/o7gBaH8PwBu73qPKW8Mp405kRk7XCaOMXrMmZjM2N4U1W6tJSXKSlpxAYY4S4IHQ\njI+IiIj0WqPbj8NuIz01sfvzPvoA91dfkjRpMgVXX9fjMq3UJCcdZ8T7/p6djXv4pOwLxqTkc8Hk\ns2MdjsSIzWbj1KNLCEcs3N4g00oytdxxgJT4iIiISK81ePxkpSV2uxTNu20rNS++gCMjg7F33I09\nIaHLczs47HbSUhLISEmgKC81miGPKIFwgGe3vgjAtTMvJ9HR8/dORq/j5xSSlNjWs0llrAdOS91E\nRESkVyKWRZMnwMSxXTcWDdbVcuDhh8Bmo2j5XSRk937Z2k/PnUWC0x7X72q/uft9alrrOG3cEiZn\nToh1OBJjyS4nJy8o5v01+5k9KSfW4Yx4SnxERESkV9wtAcIRq8v9PRG/n4oH7yfscVNwzfUkT5ve\np/HnTYnvHjW7Gvfy19LPKUjJ47zJZ8U6HBkmLjl5MifNH8vY3PidCY0WLXUTERGRXqnvpnmpZVlU\nPd1ezODEJWSefMpQhzeiBcLB75e4zdASN/mew25X0hMlSnxERESkVxq7KWXd+MFfcK/+iqTJkym4\npudiBvJDb+1+n+rWWk4ZdyJTsibGOhyRUUmJj4iIiPRKR/PSQxMf79Yt1Lz0JxyZmYxd3rtiBvK9\n3U37+Lh0JfnJuZyvJW4ig0aJj4iIiPTKkXr4BGtrqPh9ezGD2/tWzEAOWeI283ISHd2XCReR/lPi\nIyIiIr1y6FK3jmIGEY+HgquuIXmaGm321Tt7PqDKW8PJJScwNWtSrMMRGdWU+IiIiEivVDW0YrO1\nJT5txQyewF+6n4yTlpD5YxUz6Ks9Tfv5cP+n5CXncv6UpbEOR2TUU+IjIiIiPQoEw+w50MyEMekk\nOB00fvA+7tWrSJo8hYKrVcygr4LtS9wsLK6dcRkuLXETGXRKfERERKRHuyuaCUcspo/Laitm8Oe2\nYgZFd9ylYgb98P6+v1LprebHJScwLXtyrMMRiQtKfERERKRH20sbAZiREWkrZmC3U7T8LpxZKmbQ\nV9XeWj7Y/wlZrkwuUBU3kSGjxEdERER6ZJY24oyEyHj72bZiBldfS/JUFTPoK8uy+POO1wlFQiyb\neh5JzqRYhyQSN5yxDkBERESGt1A4wq6yRi5pWkOorpTMJT8mS8UM+uW72s1sqTOZkT2NowvmxToc\nkbiiGR8RERHp1t5KNwtqNzGpbidJU6aSf9W1sQ5pRPKHA7y0/Q0cNgeXT79QBSFEhpgSHxEREelW\n6apvObluLZHUdIqW36liBv303t6PaPA3ctr4JYxJLYh1OCJxR4mPiIiIdClYU0P+hy9iYSP35uUq\nZtBPVS3VfLT/M7JdWSydeFqswxGJS0p8RERE5Igifj/lD64gMehj1YQTyJ87K9YhjUiWZfHi9tcJ\nW2EunX6BevaIxIgSHxERETmMZVlUPfU4gbJS1mVMg4XHxzqkEWtdzUa2NexgVo7B/LzZsQ5HJG4p\n8REREZHDNLz7Nu41q/GNGc+H+YuYPi4r1iGNSL6Qn5d3vInT5uCy6ReooIFIDCnxERERkR/wrF9H\n7asv48zOYdWccwjbHBjjlfj0x7t7P6TR38QZE06mICU/1uGIxDUlPiIiInKQv6Kcykd/jy0hgbF3\n3s2m6iC5GS7yMpNjHdqIc6Clio9LV5KblM2ZE9T3SCTWlPiIiIgIAGGPh4r77yPi81F440+pTyvA\n0xrUMrd+sCyLP5mvErEiXDb9QhJV0EAk5pT4iIiICFY4zIHf/45gTTU555xH+qLFbC9tBFDi0w9f\nV61jR+Nu5uTOZG6equGJDAdKfERERISaP7+Ad+tmUucvIPeiZQBKfPrJHfDw0o43SLQncNn0C2Md\njoi0U+IjIiIS55o+/4zGDz8gsaiIwptvw2Zve3mwu6KJ1CQnhTkpMY5wZHlpxxu0BL2cP2Upeck5\nsQ5HRNop8REREYljrTt3UPXMU9hTUim66+c4ktuKGDR7A9Q0+phUlKESzH2wsXYL31StZ2LGeE4u\nOSHW4YhIJ0p8RERE4lSwvo6Kh+4Hy6Jo+Z0kFhQc/NreA80ATB6bEavwRpzWkI8XzFdx2BxcM+NS\n7Da9zBIZTvQbKSIiEocifj8VD6wg3NxM/uVXkTLzhxvwd1e0Jz5FSnx66/Vd79Lob+KsCadQlFYY\n63BE5BBKfEREROKMZVlUPfU4/v37yDhxCVmnnX7YOXsOuAGYqBmfXtnZuIeV5V9RmDqGMyeeGutw\nROQIlPiIiIjEmYZ338a9ZjVJU6ZScM11h+3hsSyLPQeayctMIiNF/Wd6EgwHeW7bn7Fh49oZl5Jg\nd8Y6JBE5AiU+IiIiccSzfh21r76MMzuHojvuxp6QcNg5NY2teFqDWubWS+/s/ZBqby0nl5zApMwJ\nsQ5HRLqgxEdERCRO+CvKqXz099gSEii66x6cmZlHPG+3Chv0Wqm7gg/3f0pOUjbnTT4r1uGISDeU\n+IiIiMSBkLuZihX3EvH5KLzxpyRNmNjluR2FDSZpxqdb4UiY57b9mYgV4WrjEpKcrliHJCLd6NUi\nVMMwFgP/ZZrmyYZhLADuB8KAH7jeNM0qwzBuAW4DQsC/mab5lmEYycCzQAHgBm4wTbPGMIxjgfva\nz/2LaZr/EvVnJiIiIgBEgkEOPPQAwdoacs67gPRFi7s9f8+BZuw2GxPGpA9RhCPTx6UrKXWXs7hw\nITNzp8c6HBHpQY8zPoZh/D3wKJDUfug+4G7TNE8GXgH+wTCMQuAe4ATgLOA/DcNwAcuBjaZpngQ8\nDfyyfYyHgauBE4HFhmEcFbVnJCIiIgdZlkX1M0/SumM7aT9aRO4FF3V7figcYV+lh5KCVBITHEMU\n5chT7a3h7T1/IT0hjUumnR/rcESkF3oz47MLWAY80/75laZpHuj0eB+wCPjCNE0/4DcMYycwj7bE\n5lft574L/LNhGBmAyzTNXQCGYbwPnA6s6y6I7OwUnM7h9Qc4P1/vhA0XuhfDh+7F8KF7MbzE6n6U\nvfQKzV9+Qdq0qcz5+5/jcHW/HGtnaSOhcIRZk/NG7c/QQJ+XZVk89MmjBCMh7lx8JROLxkQpsvgz\nWn/GRqJ4uBc9Jj6mab5sGMbETp8fADAM43jgLmAJbbM8TZ0e5gYygYxOxzsfaz7k3Mk9xdHQ4O3p\nlCGVn59OTY071mEIuhfDie7F8KF7MbzE6n64v/2GA888hzM7h4Lb7qK+OQAEun3M2i1t722OzU4a\nlT9D0bgXX5SvZnP1dublzWZq0rRR+X0aCvo7NXyMtnvRVRLXr+IGhmFcQdtytXNN06yhLZHpfIV0\noPGQ40c61vm4iIiIRIlv314qH/sDNpeLort/hjMrq1ePU0W37jX6m3hl59skOZK4wrjosB5IIjJ8\n9TnxMQzjWtpmek42TXN3++E1wEmGYSQZhpEJzAQ2AV8A57Sfczaw0jTNZiBgGMYUwzBstM0WrRzg\n8xAREZF2wYYGyu+/FysYZOwtt5M0vve9ZXZXNONKdDA2N3UQIxyZLMviT+Zr+MI+Lp56DlmuI5cD\nF5HhqU+thQ3DcAArgP3AK4ZhAHxqmub/ZxjGCtoSGDvwT6Zp+gzD+B3wlGEYn9M2t351+1C3A88B\nDtqquq2OyrMRERGJcxG/n4r77yXc2EjeZVeQtqD39YO8vhCVdV6M8VnY7ZrJONS6mo1sqN3MtKzJ\nHF+0KNbhiEgf9SrxMU1zL3Bs+6c5XZzzCPDIIce8wGVHOHdVp/FEREQkCqxIhMrH/oB//z4yTjyJ\n7DOX9unx+yqbsVD/niNpCXp50XyNBLuTq2dcit2mVogiI41+a0VEREaJutdewbP2W5KnG4y59oY+\n7z/R/p6uvb7rXdxBD+dMOoOClLxYhyMi/aDER0REZBRo/vIL6t95i4SCMRTdcTc2Z59Ws7NhVy3v\nrNqH3WZjSrH2rnS2p2kfX1Sspii1kNPGLYl1OCLST337qygiIiLDTuuO7VQ9/QT2lBSK7/4ZjrS0\nXj/WsizeXb2flz/ZhdNp5+bzZ5KV1n2vn3gSjoT5o/kKAFcYF+OwD6+egiLSe0p8RERERrBATTUV\nD96PFYlQdPudJI4t6v1jg2GefHcbq7ZUkZ3u4q5lc5mkZW4/8Gn5l5R7DnDs2B8xNWtSrMMRkQFQ\n4iMiIjJChb3etgpuHjcF115P6qzZfXr865/vYdWWKqYUZXDnsrma6TlEo7+Jt3a/T6ozhYunnBvr\ncERkgJT4iIiIjEBWKMSBhx8kUFFB1ulnknXyqX0eY1dFMzbg7648CleilnAd6qUdb+IPB7hkxvmk\nJaqvkchIp+IGIiIiI4xlWVQ9+xTeLZtJnTef/Muv7Nc4lfVecjOTlPQcwXc1m1hXvYFJGRM4buwx\nsQ5HRKJAiY+IiMgIU//2mzR/vhLXhImMve0ObPa+/zv3+oI0twQozE0ZhAhHtkZ/E89tfYkEu5Nr\nZqpnj8hood9kERGREaR51ZfUvfYKztxciu/5OXZX//blHKj3AlCYo8Sns4gV4ektf6Il5GXZ1PMZ\nmzom1iGJSJQo8RERERkhvOY2Kp94DHtyMsX3/A3OzKx+j1VZ15b4jM3V3pXOPtr/GWbDTubmzeKk\n4mNjHY6IRJESHxERkRHAX1FBxYMrACi6425cxcUDGq9SMz6H2e8u483d75ORmM41My7FZrPFOiQR\niSIlPiIiIsNcqKmJ8hW/IeL1UnjDTaTMnDXgMZX4/JA/HOCJzc8TtsJcP+sK0hN73wRWREYGJT4i\nIiLDWMTvp/z+ewnV1pJ7wUVkHH9CVMatrPfiSnSQlZYYlfFGupd3vEG1t5ZTx53EzJzpsQ5HRAaB\nEh8REZFhyopEOPDIw/j37iHj+BPIOf/CqIwbiVhU1bdSmJOi5VzA+ppNfFGxhpK0Ii6YcnaswxGR\nQaLER0REZBiyLIuaF56jZf06kmfMZMz1P4laklLb7CMUjjBWpaxp9Dfx/NaXSLAn8JPZV5FgV293\nkdFKiY+IiMgw1PDu2zR+/BGJxSUU3XEXNmf0XpB3VHSL9/09ESvCU5tfoCXk5ZJp51Go0tUio5oS\nHxERkWGm+csvqH3lJZw5ORT//G9xpES35LQKG7T5cP+nbG/cxby82ZxYpNLVIqOdEh8REZFhpGXT\nBiqfehx7SirFP/9bErKzo34NJT6wr7mUN3e/T6ZKV4vEDSU+IiIiw4Rv7x4qfvcgNrud4rt/hqto\nYL16ulJZ1wLAmDhNfHwhP09u/iMRK8J1s64gLVFNXEXigRIfERGRYSBQXU35fb/FCgQovOV2kqcN\nXknlA/VecjOScCU4Bu0aw9nLO96gurWW08YtUelqkTiixEdERCTGQs3NlP/214TdzRRcfR3pRy8c\ntGu1+kM0eQIUxmlFt1Wla/nywNeUpBVx/pSlsQ5HRIaQEh8REZEYivh8lK/4LcGaanLOPZ+sU04d\n1OvF8/6eBl8jv//mufbS1VerdLVInFHiIyIiEiNWKETFww+1NSg94SRyL1o26NeM18QnYkV4assL\ntAS8XDLtfApTC2IdkogMMSU+IiIiMWBFIlQ++RjeTRtImTOPMdfdMCSVxQ509PCJs6Vu7+39iB2N\nuzmmeD4nFi2OdTgiEgNKfERERIaYZVnU/OmPuFd9RdLkKRQtvzOqDUq70zHjMzaOZny2N+zinT0f\nku3KYvkx16l0tUicUuIjIiIyxOrfeoPGjz4gsbiE4nt+gd3lGrJrV9Z5cSU4yE4fumvGkjvg4cnN\nz2Oz2bhpzjWkuVS6WiReKfEREREZQg0ff0jd66+SkJdPyS/+Fkda2pBdO2JZVDd4GZOTHBezHh37\nepoCbi6YvJTJmRNiHZKIxJASHxERkSHSvPorap5/FkdGBsW/+DucWdlDev36Zh+BUCRuChv8Zd8n\nbK3fzuzcGZw2fkmswxGRGFPiIyIiMgQ8G76j8vFHsScnU/KL/4fEMWMOOyccifCtWU2rPzQoMVTW\nxU9Ft+0Nu3hr9/tkuTK5fuYV2G16ySMS71TAXkREZJA1b9nKgd89gM3hoPiev8E1btwRz/vr2nKe\n/3AHY3NTuOPiuRTnRXc/yoGOwga5o3ufS6O/icc3PYfNZuOnc64hLXF0P18R6R29/SEiIjKI/KX7\n2fJv/4EViVC0/C6Sp03r8txNe+qBtpLT//bUN6zaUhnVWMprWoDRPeMTjoR5bNOzuIMelk09j8mZ\nE2MdkogME0p8REREBkmgqpKy3/6asLeVwptuIXXuvC7PDYUjmPsbKcxJ4Y6L5mCzwR/e2MKzfzEJ\nhSNHfIy5v4EHX9lIiy/YYyyWZbFlbz3JLiclBaN3BuTVnW+zu2kfCwvmc3LJCbEOR0SGESU+IiIi\ngyBYW0PZr39FuLmZybfeTMbiY7s9f3dFM/5gmFkTs/nRjAL+543HUJyfysdry3nq3W1YlvWD86sb\nvDzwyka+3V7Dxl11PcZT1dBKbZOP2ROzcdhH57//b6vW89eyzylMKeDqGZfGReU6Eem90fmXT0RE\nJIaCDQ2U/fpXhBrqybv0csaes7THx2zZ27bMbdbEHKBtOdo/XbeQSWPT+WJTJa9/vufgua3+EPe/\nvJEWX1sRhNJqT4/jb9rdlhzNmZzb5+czEuxrLuXZbS/hciRyy9zrSXLGR58iEek9JT4iIiJRFGpq\nouz//BfB2hpyL7iInKXn9OpxW/Y1YLPBjPFZB48lJTq559L55Gcl8cYXe/nsuwoilsVjb2+lvLaF\n4+cUAr1MfNr3D82ZlNOPZzW8VbVU89B3jxMMB7lh1pUUphbEOiQRGYaU+IiIiERJ2OOh7Df/TbCy\nkuyl55Bz/oW9elyrP8Tu8mYmjc0gJSnhB1/LTE3kF5cvIC05gaffM3n4tU2s3V7DjPFZ3Hj2DHIy\nXD0mPsFQhG37Gxibm0JORlK/n99w1Ohv4oHvHsMTbOEqYxnz8+fEOiQRGaaU+IiIiERB2NtC2W9/\nTaC8jKxTTyPvkst6vcfELG0kYlnMmnjkhqaFOSncc8k8HA4b35g15GYksfyiOTgddsblp9HUEqC5\nJdDl+DvKGgkEI8yZNLqWuXmDrTy4/jHqfQ2cN+ksTiheHOuQRGQYU+IjIiIyQBGfj/L7fot/314y\nTlxC/pXX9Glj/cH9PRO6XoY2tSST5RfNYXpJJndfMpf0lEQAxo1JA7pf7taxzG3u5NGzzM0X8vHw\nhieoaKlkSfHxLJ14aqxDEpFhTg1MRUREBiASCFB+/734du0kffGxjLn+Rmx9rJq2dW8DiU47U4oz\nuz1vwdQ8FkzN+8GxcQXpQFviM7uL/TubdteT4LQzfVzWEb8+0niDXh767nH2NO9nYcF8Lpt+gSq4\niUiPepX4GIaxGPgv0zRPNgxjKvAkYAGbgDtN04wYhnELcBsQAv7NNM23DMNIBp4FCgA3cINpmjWG\nYRwL3Nd+7l9M0/yXaD8xERGRwRYJBql46H5azW2kHb2Qwptu6XPS0+jxU17bwpxJOSQ4+74QY1xB\nx4yP+4hfb3D7KatpS4oSExx9Hn+4cQc8PLD+Uco8FRwz5mium3kZdpsWsIhIz3r8S2EYxt8DjwId\nuyF/A/zSNM2TABtwoWEYhcA9wAnAWcB/GobhApYDG9vPfRr4ZfsYDwNXAycCiw3DOCp6T0lERGTw\nRYIBDjx0P95NG0mZM4+xty7H5uh7YrF1bwPwfRnrvirISiYxwd7lUrfNo6iaW6O/iXvXPkyZp4IT\nixZz/azLcdhHfjInIkOjNzM+u4BlwDPtny8EPm3/+F3gTCAMfGGaph/wG4axE5hHW2Lzq07n/rNh\nGBmAyzTNXQCGYbwPnA6s6y6I7OwUnM7h9cctPz891iFIO92L4UP3YvjQvRg8kUCAbf97BS0bN5B1\n1AJm/uM/YE9M7PYxXd2PXZU7ADjx6JJ+37NJYzPZWdZIVnYKCYf8r9xZYQJw0sJxI/pnorqljhVr\n/kCVt4Zzp5/G9Qsu6ffytpH8fRhtdC+Gj3i4Fz0mPqZpvmwYxsROh2ymaXa0j3YDmUAG0NTpnCMd\n73ys+ZBzJ/cUR0ODt6dThlR+fjo1NUdeViBDS/di+NC9GD50LwZPJBig4sEH8G7aQMqcueTdegd1\nTX7A3+VjuroflmWxzqwmPSWBFKet3/esMCcZc38DG7ZVMX7M9y9eIhGLtWY12ekuku2M2J+JypYq\n7l//KI3+Js6eeDpnF59BbW3PvYuORL8bw4fuxfAx2u5FV0lcfxbFRjp9nA400pbIpPdwvKdzRURE\nhrW2pOf+9qRnHkV33o09ofuZnu5U1ntpcPuZOSEb+wA253+/z+eHycDeSjee1iBzJuWM2M3/+91l\n/HbtwzT6m1g29TzOm3zmiH0uIhJb/Ul81hmGcXL7x2cDK4E1wEmGYSQZhpEJzKSt8MEXwDmdzzVN\nsxkIGIYxxTAMG217glYO4DmIiIgMuu+Tno2kzp1H0Z13DSjpAfhqcyVAl9XYequrxGfDrloA5kwe\nmf17djbu4b61f6Al6OXqGZdw2vglsQ5JREaw/pSz/lvgEcMwEoGtwEumaYYNw1hBWwJjB/7JNE2f\nYRi/A54yDONzIEBbQQOA24HnAAdtVd1WD/SJiIiIDJZIMEDFAyvwbt5E6tx5jL3jbuwJCQMa0+sL\n8tG3ZWSkJLB45pgBjVWSf3jiEwxF+HR9Bckux4gsbLC5zuSRjU8TtsL8ZPZVLByzINYhicgI16vE\nxzTNvcCx7R9vB358hHMeAR455JgXuOwI567qGE9ERGQ4iwQCVDzYnvTMm8/Y5XcNOOkB+OjbMlr9\nYc47ZeKAy0wnu5zkZyVRWu3BsixsNhurt1TR1BLgrEXjSHaNrLZ9a6s38OTmP2K32bht7g3MyZsZ\n65BEZBRQ4XsREZEuRPz+QUl6Wv0h/vJ1KalJTk5eUByFSNsamXpagzR6AliWxV++3o/dZuP0heOi\nMv5Q+bLiax7f9BwJdid3zv+pkh4RiRolPiIiIkcQbm2l/L7fRD3pAfhkfTktvhBnHBO92ZjO+3y2\n7G2grKaFY2YWkJuZ1MMjhwfLsvh4/2c8t+3PpDiTueeoW5mWPSXWYYnIKDKy5r5FRESGQNjjoeze\n/4N/7x7SFv6Isbfcjs0ZnX+ZgWCY91fvJ9nl4PSFJVEZEzonPm7M/W3FUs88ZmTM9oQjYV7c8Tqf\nl68iMzGduxbcQlFaYazDEpFRRomPiIhIJ6GmJsp+898EysvIOP4ExtxwEzZH9Bpof/ZdBc3eIOce\nN4GUpOjMIMH3ic/XW6vZX+1h+rgsJo3NiNr4g6Ul6OXRTc+yvWEnxWljuX3ejeQkZcc6LBEZhZT4\niIiItAvW11H2f35FsKqKzFNOo+Cqa7DZo7cqPBiK8O7q/SQm2KM+G5OXmUSyy8H+9spuZ42A2Z7K\nlmoe3vAENa11zM+bzfWzriTJ6Yp1WCIySinxERERAQJVVZT95leE6urIXnoOeZdcFvVGmd/trKXB\n7efMY8aRnjKwHkCHstlslOSnsaOsiYLsZOZPy4vq+NFW5a3ht2t/hyfYwlkTTuW8yWdit2nrsYgM\nHv2FERGRuOcvL6f0V/9JqK6O3IuWDUrSAxzce/MjoyDqYwOML0gH2vb22Ach/mhp8rt5cP2jeIIt\nXDH9Yi6YslRJj4gMOs34iIhIXPPt3UvZvb8m4vGQf+XVZJ9+5qBda0d5I06HnQmF6YMy/lmLxpGV\nnsiS+UWDMn40tIZ8PPTdY9T5Gjhn0hksKTku1iGJSJxQ4iMiInHLu20rFQ+uIOLzMeaGn5B50mH9\nuaOm1R+itNrDtOJMEpyDM7uRl5XMucdNHJSxoyEYCfGHjU9T5qngxKLFnDPx9FiHJCJxRImPiIjE\nJfc3X1P56O+xLIvCW24jY9Gxg3q9XRVNWBZMLcka1OsMZ89tfYntDTuZnz+HK4yLB2U5oYhIV5T4\niIhI3Gn8+EOq//gctkQXxXfeTeqs2YN+zR2lTQBMK8kc9GsNR2urN/B11VomZoznJ7Ou0p4eERly\nSnxERCRuWJZF3WuvUP/2mzjSMyj++d+QNGHikFx7R1lbYYOpcZj4eAItvGi+RoLdyfWzriDBEb3+\nRSIivaXER0RE4oIVDlP1zJM0f76ShPwCin/xdyQWDE51tUOFwhF2VzRTnJ9KahSblo4UL+14A3fQ\nw8VTz2VMSn6swxGROKXER0RERr2I38+B3z9Ey4bvcE2YSPHP/gZnRsaQXX93eROBUIRpcbi/Z2Pt\nFr6uWseEjHGcOu6kWIcjInFMiY+IiIxqYY+H8vvvxbdrJymzZlN0x13Yk5KHNIYte+qA+Nvf4w16\n+eO2l3HaHFw74zLt6xGRmFLiIyIio1agppqK+35LoPIA6YuPpfAnN2NzDv2/vi176oH4Snwsy+LF\n7W/QFHBz/uSzKEorjHVIIhLnlPiIiMio1LpjBxUPriDscZN95lLyLr0cm33oZxwsy2LLnjqy013k\nZiQN+fVj5ePSlXxdtZYJ6eM4Y/zJsQ5HRESJj4iIjD7Nq7+i6onHsCIRCq67gawfnxKzWKoaWmny\nBFg0syBu+tZsrN3CqzvfJjMxnVvnXY/D7oh1SCIiSnxERGT0sCyL+jdfp+6N17AnJ1N0+52kzp4T\ntfF9gRCrtlSxYGoeWWmuXj1mR2lbGet4KWxQ4ankic3P47Q7uG3ejWS54md5n4gMb0p8RERkVIgE\nA1Q9+Tju1atw5uVRfM8vcBUVR238tdtreO6D7TS4/WyaXs9dy+b26nE7yuOncak74OG1jahLAAAg\nAElEQVThDU/gDwe4afY1TMgYF+uQREQOUuIjIiIjXsjdTMUDK/Dt2knSlKkU3XlP1MpV1zX5eO6D\n7azfWYvDbiMjJYH1O2ppcPvJTu951mdHWRPJLicl+WlRiWe4ag218vCGJ6nzNXDOpDNYOGZ+rEMS\nEfkB1ZUUEZERzV9RQem////4du0kfdFiSv7u76OW9JRWe/jnx1azfmctxrgs/vWni7hoyWQilsXK\n7yp6fHxzS4Cqei8zJ+Zgt4/e/T2toVYeXP8Ye5v3s7hwIedMPD3WIYmIHEYzPiIiMmJ5vltP5aO/\nJ9LaSs75F5J7wUVRKyDQ6g/x0Ksb8QXCXHeWwckLirDZbGSluXjx4518+l0F5x4/AUc3leLW76wF\nYNbknKjENBx1JD17mvdzzJijuXbmZXFTxEFERhbN+IiIyIhjRSLUvfk6FfffixUKUXjzreRdeHGf\nX3D7AiH+1xNr+MObm/EFQt+Pb1k88e42qhpaWbp4PKccVXxw7GSXk+NmF9Lg9rNhV12XY0csi/fX\n7Mdht3HqwvH9e6LD3KFJz/WzLleTUhEZtvTXSURERpRwaysVD91P3euv4szNZdz/+Ccyjj2+X2Nt\n3tPA/ioPqzZX8e9Pf0tVvReAj74t45tt1UwryWTZksmHPe7HC4oA+GRd18vdNuyq40Cdl8WzxpCf\nndyv+IYzJT0iMtJoqZuIiIwYgQMVlD+4gmBlJckzZlJ02x040tP7Pd7G3W1L0RZMzWP9zlr+9alv\nOO+4Cbzy2W4yUhK4/cI5OB2Hv5gfPyadKcUZbNpdR01jK/lZhyc2763aB8DSRaNvtkdJj4iMRPor\nJSIiI4Jn/Tr2//u/EqysJPvMpZT84u8GlPRYlsWGXXWkJSdw17K53HzeTELhCH/+ZBeRiMWtF8zu\ntmrbKUcVYwGfHaHIwa6KJraXNTF3ci4lBaOrmpuSHhEZqfSXSkREhjUrEqH29VepeOA+rEiEwltu\nJ//yK7E5HAMat7TaQ6MnwNzJbRXXjp8zln+8duH/Ze++w+SozkT/f6tznJxz0EwpByQkIYHIMhkZ\nG4Mx2DiAzeL17nrTb+96n+vdu3s3eMO1vQ7rCA4YJ8AYDCIIoYQ0QjnWaKTJOU/nVPX7o0ejNBKK\n06OZ9/M8/VR3dVX36Tl9evrtc857qC5K45Hba5ldce6EBEvUPNwOCxv3dBBP6Kfc9/q2FgDuWDa1\nensk6BFCXM1kqJsQQohJK+H30/Wj7xPYuye5KOnTX8JeenmCieOJCeZX54ztKy/w8refXHJe59us\nZlbOK+SN7a28vLmJe1dUYLWY6B4IslPrpaLAy8yyjMtS1smgPzTA/+x7lnZ/pwQ9QoirkgQ+Qggh\nJqXQkSN0fu87xAcHcM2eQ+GTT2H2XL5hY3uP9qMoMKfy4lNN37K4hI17O3llSxOb93Vy74oKGjtH\nMEj29kyVtM7aQAM/PPAzArEg1xcv56HaNRL0CCGuOhL4CCGEmFQMXWfw9T/Q99ILYBhkr3mArLvu\nQTnHejkXyh+KcbRjmOridDxO60U/Tl6Gk39+cjmvbWtm3c52frJWAyA3w8FiNfdyFTdlDMNgfdtm\nXmh4BQWFh9UHuKF4eaqLJYQQF0UCHyGEEJNGfGSErh9+j+CB/VgyMyl44gu4atXL/jz7G/sxDJhf\nlX3Jj5XmtvHQLTV8aGkZf9jazJZ9XXz4hqpzLmx6NQjFwzyvvcD73bvx2jw8MfeTVGdUpLpYQghx\n0STwEeIyicYSPPdWPV6XjeVzCijOcae6SEJcVYKHD9H5/e+SGB7GNXc+hZ994pKytp3LvrH5PZce\n+ByX4bHzyG21PHJb7WV7zFRpHG7hmQPP0RceoCKtjM/NfZRMx9SZrySEmJ4k8BHiMnnz/VY27OkE\n4NX3minL97B8dgEZXhuxuE48rhNLGDhtZjwuK16njTS3ldwM55SZByDExTB0nYFXXqb/978Dk4mc\nj36MzNV3XNahbSfTdYN9xwbI8NgonWKppi+Vbui82byeVxrfwDAMVpffzD2VqzGbLi2DnhBCTAYS\n+AhxGYwEorz6XjMep5WHb53B9kM97G8c4FfvNHzguR+9qZq7lpdPQCmFmHxifb10/egHhOo1LFnZ\nFH7+KZzVM67oczZ2juAPxVi1oFB+dDhJm6+D57UXaRxpJt2WxqdmP4yadWXrQgghJpIEPkJcBi9v\nbiQcTfCJ26tZMbeQFXMLGQlG2dvQTyyhYzWbsFlNmE0mwtE4vmAMfyjGu7vbeW1rMzcvKsZpl+Yo\npg/DMBjZvIne53+OHg7jWbSY/Mc/g9l95YeIHk9jPa8q5wOOnB5C8TCvNr7B+tbNGBgsypvPw7Uf\nxmOT4bpCiKlFvmkJcYk6+wOs39VBfpaLGxcWje1Pc9m4fn7hOc912My8sOEYb+1o494VFVe4pEJM\nDvHhYbp/+gyB3bswOZ3kf/pzpK1YOWG9L3uP9mM2KcyuyJyQ55usDMNgZ88efnvk9wxHfeQ6s/lY\n7RpmZ1/+ZBJCCDEZSOAjxCX6zfqj6IbBgzdVYzFf2JyEWxeXsLauhTfqWrhtcYn0+ogpz7dzBz0/\neYaE34dz5iwKPv1ZrNkT1/OitQzS3O1jVnnmtG5v3cFefqW9xOHBI1hMFu6uvJ3by27Car741N5C\nCDHZXdSnvqqqVuBZoAJIAE8AceAZwAD2A09rmqarqvoE8PnR+/9R07RXVFV1Aj8D8gAf8ClN03ov\n7aUIMfG0lkF2HemjtiSdRTUX/uXNabew+tpSXtzYyLqdbdx9XcV5nxuOxqk71MO1M/Om9Rc4cXVI\nBIP0/uLnjLy3GcVqJffhR8i45bYrlsBgPMFwjO+/chCTovDhVVUT9ryTSTQRZW3zO7zVvJ64kWB2\nlsrHateQ67p82e2EEGKyuthvS3cBFk3TVqiqejvwT4AV+IqmaetVVf0ucL+qqu8BXwKWAA5gk6qq\nbwJPAfs0TfuqqqoPA18B/uRSX4wQEykaS/DLdcnkBR+7peaih+ncuriUtXWtrK1r5dbFJThs59cs\nn3vrCJv2dnK4ZZAn751zUc8txEQIHDxA9zM/JD4wgL28goLPPom9qOiDT7yMDMPgJ2s1BkYi3H99\nJTOK0yf0+VPNHwvwbtsW3m3bTCAWJMOezoM197Egd64keBBCTBsXG/jUAxZVVU1AGhADlgPvjt7/\nGrCaZG/QZk3TIkBEVdUGYD5wPfBvJx37dxdZDiFSoqMvwHd/d4C2Xj/LZ+dTVZR20Y/lciR7fV7a\n1Mi6ne3nleHtSNsQm/YmU2dvPdDN0pn5LLzAHqdBX4QDjQMEI3HCkTihaByL2cTKeYUUZLku6rUI\ncbKEz0fvr55n5L3NYDKRfd8asu66B8Uy8T2U7x3oou5QD9XFadyzYvpkUewJ9vJu2xa2dNQR1WO4\nLE7urLiV28puwmGxp7p4QggxoS72v4+f5DC3w0AOcA+wStM0Y/R+H5BOMigaPum88fYf33dOmZku\nLJbJtY5Abu6VWVhPXLiJqgvDMHh7ewvffXEfkWiCO1dU8Nn75mK3Xtp786E7ZvHm+628sb2Vj62e\nec6ha4mEzi+efR+ALz64kO++sIefvVnPdYtK8DhPjM9P6AZt3T48LiuZXgcmk4JhGOw90serWxrZ\ndqALXTfOePw/bG1m+dxCHrh5BjPLsy74tUi7mDxSVReGYdC7/l2af/gMcZ8Pd3UVM55+Ck91aoaX\ndfUH+PmbR3Dazfx/n1pKQXZqspVNVH2E4xG2tu7kncYtHOpN9kpnuzK5p/ZWbq1aicPqmJByTGby\nOTV5SF1MHtOhLi428PkzYK2maX+jqmopsA6wnXS/FxgCRkavn2v/8X3nNDgYvMiiXhm5uV56e32p\nLoZg4uoiEI7x8zfq2XqwG6fdwh+tmcuSmXmMDF2e9+ati0t4eXMT//XzHXzm7pmYzzL34Y26Fpo6\nR7hhfiHXVGdxz4oKXtrYyHd+vYvH75wFQN9QiB+8cpD6tuTvCxazQlaaA1036BsOA1CW52Hl/EKy\nvA6cdjMOm4W+4RBr61p4b18n7+3rZGZZBl98YB4ux/lNeJZ2MXmkqi6i3d30/OxZgocOoths5H7s\n42Tcehshs5nQFSpPJJrAbFbGTS4yEojy9d/sJRSJ89m7Z2HW9ZT8Xa50fUQTMQ4N1LOrZx/7+g4Q\nTkQAUDNnsKLwWhblzcdsMuMbiuEjdsXKcTWQz6nJQ+pi8phqdXG2IO5iA59BGPvkHCA5v2eXqqo3\naZq2HrgTeAeoA/5JVVUHYAdmkUx8sJnkPKG60WM3XmQ5hDinSCyB2TT+F6ILse9YPz/+wyGG/FGq\nitL4wn1zyMlwXqZSJn1oaRl7j/bz3oEuQpE4n79/zhk9SYO+CC9uasTtsPDRm6oBuGt5OTu0Xjbs\n6eTaWfkMjkR47q16wtEEcyuzcNot9A2H6R8JE47GWTG3gJsXFVNVlHbG2P6qojSunZlHfesQr2xp\n4kDTID97o54n75M5ROLcjHicwTdep//3v8OIxXDPm0/eJx7DmpN7xZ7zaMcw63a0sf1wDy6HlQ/f\nUMkN84swmZLv671H+/jRq4cYCca4bk4+K+YWXLGypIJhGDQMNbKx/T329x8ikogCkOXI5ObSG1he\nuIQc54X32gohxFSlGMaZQ10+iKqqHuBHQCHJnp6vA+8D3x+9fQh4QtO0xGhWtycBE/B/NU37raqq\nLpJZ4QqBKPCIpmld53rO3l7fhRf0CppqkfHV7Gx1EQzH+ftn6rBbzfztJ5dc1HC0UCTOL9c1sGFP\nB2aTwn0rK7hzefklB1JnE47G+dYL+zjQNMiMknT+5KPzcZ/U2/Kdl/az/XAPj985k1ULTkwOb+7y\n8X+efR+TSSGe0HHazXzi9lqum1NwSnBjGMZ5T2RO6Dr/8rOdHO0Y4fP3zWHZ7PwPPEfaxeQxkXUR\nOtpA90+eIdrehjktjbyPP4pnybVXbNL83qP9/G7TMRo7k68vP9PJoD9CNKZTnOvmIzdWs/9YP+t2\ntmMxKzywqprVS0sxpXAS/+WsD8MwONB/mLXN6zg23AxAjjObRbnzWJQ3jzJviSQsOAf5nJo8pC4m\nj6lWF7m53nE/BC8q8EkFCXyufoaukwj40f1+9EgEPRxGD4cxolEMPYGRSEBCx8BAMZlQTGYwKShW\nKyaHE5PThdnpwOR0YXI6UWw2FEU5a1387A2NdTvbAbj5mmIeW31+i/IZhkFrj5+tB7p570AXw4Eo\nJbkePnfPLMryr/z413hC5wevHKTuUA+F2S7KC7zJHpvhMIO+CNVFafzNY4vP+BL3woajvLKlmdrS\nDD53zyxy0i+9R6p7MMhXf7Qds0nhHz67lKy0c88NkHYxeUxEXcQG+un77a/xbdsKQPqqm8j5yIOY\n3VduDs2gL8Jff3cLiYTBghk53LqkhNnlmQz5o7y44Rib93Vy/J9FUY6bJ++dPSHt9oNcjvqIJmLs\n6NnDO60bafcnk5vMy5nF6vKbqUwrl2DnPMnn1OQhdTF5TLW6OFvgI4t/iMtGD4eIdnYS7ekm1tdH\nvL+fWH8f8cFBEr4REn4/XM5A22TC5HDSku5F8aZjyczEkpGJJTOTfsOOtqWL6pxsIg437+xsZ0F1\nDvOrx1+rIp7Qaer0cah5gLrDPbT3BgBw2S3cu6KCe1dWXLFentNZzCaevG8OXqeNt3e20dkfxKQo\nZHrtzK3M4pHba8f95frDN1SxuDaP0jzP2FCfS5Wf6eLhW2fw7OsaP3z1EH/+8MKU/mouJgc9EmFw\n7WsMvP4HjGgUe3kFeQ9/AmdNzRV/7rV1LcQTBp+6Q+XGhcVj+zO9dj5z9yxuW5KcK5eX4WTNDZXY\nLjHxyGTQHxpgY/tWtnTWEYgFUVBYkr+Q1eU3U+wpTHXxhBDiqiGBj7hghmEQ7+8j3NREuKmRSGsL\n0c4O4gMD4x5vcrkwp6VhKyjE7PVi9ngw2R0oDgcmhwOTzQZmM4rJjGJOfkkxdB0MHSOhY8Si6KEQ\nejiEHgqjh4IkRrd6KEQi4CfWeeZIyccA2gCzmX6zh65vrSd7iYq7uBhbfj5Gdi5bGoPsPdbPkfZh\nojEdSCYCWFyby/I5BcyvzsZqmbgFFo8zKQqP3F7DrUtKsJiTQc/Zkh0cpygK5QWX/5ftVQuK2NPQ\nz+6GPt7a3srqpWWX/TnE1cEwDHx12+j77a+IDwxgTk8n5xOPkXbdyglZiNQfirF+dzuZXjsr543/\nhb8s38sXH5h3xctypRmGwbHhZta1bmBP7wEMDDxWN6vLb+b6ouVkOzNTXUQhhLjqSOAjPpCh60Ra\nWwhpGsH6w4QbGkj4T+0ONWdk4Jo1B1thIbaCAiw5uVizc7BmZ2NyXNnUqbm5Xno6B4kPDxEfHGR7\n3RH27z3GrEwTMzMVYn29ZLR1kD3SQmBdC4GTzi1ULNhs6cxKy8VaXEJObTUzFs/Cm51xRct8PhRF\nmRTr6SiKwqfunMnRH27jN+8eY9mcAtLdtg8+UUwp4cZj9Dz/HOGjDSgWC1l33UPWXXdjclzeJB/n\n8tb7rURjOg+sKpuwHtiJltAT7O7dx9utG2keaQWgzFvMTSXXc03efKzm88uwKIQQ4kwS+IhxxYeH\nCezfS2DvHoIHD6CHQmP3WbKz8cy8Fkd5JY7KSuxlZZhdqVkX4zjFYsGancOQ2c1zHe3YixbwySeW\nj61rk0jofOMn79Hf1EaREsAVGCQn7qPUEqJwpB96+6H3MOx+i85fQW9mFvbSUuwlpdjLynFUVmHJ\nypq2Y+jT3TZuW1LKixuOcbR9mGtqr1ymLjG5RLu76H/5pbF5PJ7FS8j96ENYcyf2PRCKxHl7Rxse\np5UbT0rsMVWE4iG2dGznndZNDEaGUFCYnzOHW8tWUZ1eMW0/e4QQ4nKSwEeMifX34aurw7/zfcJN\njWPzcaw5uXgWX4tLVXHWzsSaPf48mVTzh2L84JWDROM6n7pz5imLeZrNJh574Bq++qMEvQmdW1eV\nsGp5GWkuG0Y8TrS7m0hbC5HWViJtyUtg7x4Ce/eceAxvGo7KShyVVTgqKnFUVGL2pn7S9ESpKkwD\noLFzRAKfaSDW30f/719mZMsm0HXsZeXkfuxhXDNnpaQ87+7uIBCOs+aGSuy2q3/eznE9wd7k/J2O\nOsKJCDaTlVXFK7i5dCV5LmlnQghxOUngM83FfSP4tm3Dt30b4aPJFb4xmXDWqrjnL8AzfwHWgsJJ\n/2uj1jLI935/kEFfhMVqLsvHSb2ck+7kH59Yhtmk4HWdGKqlWCzYi4uxFxfDsuvG9sd9I0Tb2gg3\nNSYvjY1nBEPWnFwc1dU4Z9TgnFGLrbh4QuY6pMLx+UNNXVMn64s4U3xokP5XX2F4w3pIJLAVFpF9\n/4fxXLM4Ze/tWDzB2roW7DYzty4uSUkZLqeYHmdP7342t2+jfugoAOk2b3L+TvFy3NbUD3EVQoip\nSAKfacjQdYKHDzG84V38u3ZAIgGKgmvWbLzXLsNzzWLMHk+qi3ledN3gF29o/OKNwygofOTGKu5c\nfva0rhke+3k/tsWbhmXWbFyzZo/tiw8PnxQIHSPc1Ihv29axYUAmpxNHVTXOmlqcM2pwVFZhsp//\nc04m/liADn8nvaF++kID9Ib68cxt55ih87X3N6IbBgYGuqFjGAY6BiYTxOOJ5D4MEoZOXI+PXXQM\nrCYLVpMVi8mCxWQZvZ28bjfb8Vg9eG1uvFYPaXYvWY4MMu2ZZDjSsZrO/MhK6AmieoxoIkZMjxFN\nREe3MRJGsiynXDDQ9QSJ49eNBLphnHmcoY/uT4wed+Z9ZsU09josJ70O6zj7LIoFq3l0O979Jgsm\nJXVBc9w3wuDrf2Bo3dsYsRjW3Fyy7/sw3mXLUx7Mb96XTCt/57KyU9a1utp0BXrY3LGNbV07CMSC\nANRkVLGyaBmL8uZhGef9LYQQ4vKRT9lpJBEKMbJxA0PvvEWstxcAW1ER6dffiHfZMizpqZ/QfyGa\nukZ47s0jNLQPk51m5/P3zWVGSfoVfU5LejqeBQvxLFgIJDMvxbq7CDUcIXTkCKGGIwQP7Cd4YH/y\nBLMZe2nZaI9Q8mLJmHx/53A8QquvnWZfKy0jbTSNtNIfHidLnxMMQ6HVN4JJMWFSFBRGt4qCxWTG\nMMCkmFBQMCtm7FY7FpM5+cUehbgeJ3b8kogRioWI6TFiehyDs6c7V1BOTOw2kkceD2ymCpNiOil4\nsuK2uvBaPXhGA0GHxYHDYsdpTm4dFgeO0etOiwOP1YPtAie/x4cGGXzrTYbeWYcRCWPJzCLr3vtI\nX3E9iiX1/yKau3y8tPEYFrOJ1deWpro4F8wfDXCg/zDb9+3gUG+yV91jdXNb2Y2sKFpKvgxnE0KI\nCZP6/2risvKHYmzZ14lugMNuxmEzkxYLkKPVMbJxA3oohGKzkbbietJX3YijesakH8Z2ukFfhBc2\nHGXzvmQK65ULinjopupT5vRMFEVRsBUUYisoJP36VQDER0YIHz0yFgyFm5uINDUy9NYbAFjz8nHW\n1uKsUXHVqlhycia0DuJ6nHZ/J80jbTT7WmkeaaUr0HNK0OG2uJiVVUuZt4RcVw45jixyXdm8t2uI\nX68/yhfun8PSWWcOJ7zUBdAiiSj+qB9/LIAv6mc4OsJgeIiB8BAD4UHCiQgn/lLJwMpmtmI1WU/a\n2rCZrFjNViyKeTRAO/2ijG7NmFAwKyYUxTTuNnms+cQ5nHichJEYC+SO92qdct04y/6Trp98O6bH\niRsngsL+0MDYQpXny2G247V5yHKl4zC58No8yd4zm5dMRzoZ9gwyHelYegYZemMtI1u3QCKBOS2N\nrA9/hPQbb8RknRxZ+3bV9/I/vz9ALKbzidW1pF9Aj22qBGNBmkfa0AYbODx4hDZfx1jbmplZw8ri\nZczPmS29O0IIkQLyyTuFtPX4+eYLe+kdCgOQHvOxYmAfc31HGcLAnJ5O9h13kXHjzVfNULbTvbOz\njV+9c5RILEFpnoeHb61h1ZKySbXasCUtDc+ixXgWLQZAj0aTQ+MajhA6Uk+o4QgjmzYysmlj8vjM\nrOTQuNpanLUqtsKiCw6EEnqCQDxIIHb8Ejjp+onbg5FhOvydxI3E2Lk2s43qjArKvaWUp5VQnlZK\ntmP8DHZVRcnelcbOkXEDn3MZDkTxB6MU5579vWc327A7s8h2Zl3QY09lsUQMfyyAPxYgHA8TTkQI\nxcOE4xHCiRPbYCyEL+rHF/Pji/o5MtB0Zm+YYVDUG2PxwSBVHVEA/BkOepbMInHNHPLTcsgP95Fv\nyr3gnqPLyTAM3tjeyq/WNWC1mnj6gXmTMqFGKB6m1ddOi6+NlpE2Wnxt9Ib6x+63KGZqMqpQs2q4\nfdYKzKErm9pfCCHEuUngM0W8f7iHH7x6kGhM5765adQcq8Oy/30UXafPmk7XrOWseeqjmKxX7/j4\nrQe7+Okb9XhdVj5+Ww3XzyvEZJr8vVUmmw1XbbJ3B0bXRWprJVRfT+iIRqhew1e3FV9dcp6Q2ePF\nUVODdUY1iYoSQnnphPQwgVgQfyzAUGSYofAwQ5FhhiMj+GNBwonweZXFrJgp9hRSnlZKuTcZ5BS4\n8857bklZvhcFaOq8sECzsz/Av/58J8FInP/75HJy0idu7ZerndVsJdOcQabjwoZIZue4aeroTgZD\n4RGCe3Zj2VCHvX0IgP58N7tmuzlQYIDSA209Y+cqKGQ7Milw51PgzqPAlTd23Wn54C/vQ/4Iw/4o\nBdku7NYLy8DW3OXjtW3N1B3qIcNj408+uuCKLMx7ocLxCG3+DlpGWmn2JYOcnmDfKce4LE5mZtZQ\nllZCTUYVMzIqsZmTvWe5Hi+9ocnzA40QQkxHEvhc5fyhGK9va+EPW5tJM8X5Ynortt8nh65YCwrI\nvncNz+7W6fdHuQcTk2MAy4VraBvmR68exmk381cfX3TOXoNJT1EI5aXT5S6nS3UyHK4k1t2NrbkT\nd2sf2Z0+Ert2wq6dAESsCp05VtrzrLTn2ejOsqCbFRQU0mwesp2ZuC0u3NbjF/dJ10/c9ljdOC2O\nS5pA77RbKMxx09TtQ9eN8wo8e4dC/PvzuxkJxgB4Y3srj9xWe9FlmM4Mw6C+dYi1da3Utw5x48Ii\n1txQidVyZnBhUkw4AjGim7YR3vgu7oHknC33wkVkfeguamtquI5kj9JQZIT+8ABdgR46g910B3ro\nDHSzv/8Q+/sPnfK4GfZ0Clx55LtzyXFmk+vMJseZjRMPexuG2Xawm8PNgxiAokB+pouSPA/VRWks\nUfPITj8zcIrFE2w/3MM7O9s52jECQHm+lz/+yDyy0ia+lySaiNLm76B5tBenZaSN7mDvKcNBnRYH\ntZkzKPeWUJZWQpm3hGxH5lU3dFgIIaYTCXyuMrpucLB5gAONAxxqGqS1x49i6NwUPcbyvt0QCmLN\nySX7/hPZmBYGG3htWwsHmwdZOCMn1S/hgvUOhfjmC3vRdYOn1sy7aoIewzAYjo7Q6e+mM9BF5+iX\nya5gN6H4OD00hWApduK15pIXsVLaGye3M0h6xyAVnX4qOqNAACwWrFWVeGpn4VZn4qiqntDMcRUF\nXjr6AnQNBCnKOffCtQMjYb72i10M+iJ85MYq1u1sZ8OeDu5bWZmSOVlXo4SuMzgS4WjHCG9sb6Fx\ntLfNYTPz2rYWdh3p4zN3zRpL7GHoOsED++nbupGB7TtA11HsDtJvvInM21ZjKzx18U+r2UquK5tc\nVzYzs2pOuc8fC9AV6KEr0E1XsGf0eg+HB49wePDIGWU1EiaMDBveTCcui4tYxMKw30TfsIVd/TZ+\nvctKcUYWCyoKKUzLoLUzQkOHj6ZOH/GEjgLMr87mlmtKmFuVhWkCgoiEnqDN30HTSOvYcLXOQPcp\nQY7DbGdGRiVlJwU5Oc6slGbhE0IIceEk8LlK6LrB9sM9vLy5kc7+ZBpUi1nhemImvuwAACAASURB\nVM8I1x7biG2kH5PTSdaDD5Fxy22nDGlbVJub/IJU3zupAh/dMPjNO0epbxtiiZrH8jn5Z6SbDoZj\n/L9f78EXjPHY6lrmVk7OxVN1Q6cv1E+rr4M2fwetvnZafe34Y4FTjjMpJvKcOaiZNRS68yl055Fh\nz0hOQLd5cJjt4/5iHB8eSs4PqtcI1tcTPdLAYP0RBl95GcxmHBWVJ+YJzajB7Dp3QHIpKgvT2LK/\ni8bOkXMGPsP+CF97fjd9w2HWXF/J3ddVYDWbeH5dA+t2tnHfysorVsbJbsgfYcPuDgqyXSyckYPt\npOFgwXCcbYe6ef9wDz2DIQZ9EfTRxYQV4JraXO5YWkZpnoffvnuUt3e08c8/28Edc9JZGWshvG0T\n8f7kPBN7WTnpN95M2rJlmBwXPrzQY3UzI6OSGRmn1lU4HqEn1EtfaIC6o43sam7G5ori9RrgjBFK\nBBhODIITcMLJIW4f8HYACIyukZxrxZHrwGN1U5ieSbZ7kGY66W114bQ4cVkcOC1ObGZrMlugkkxq\noaCclKjipOQTYwkoTtxWFBOxRIxgPEQoHiIQC9Iy0kb90FGODTcRSUTHymcz26hKLx8LcMpHE3xI\nkCOEEFc/CXwmmbYeP197fhcOm5mSXA8luR7S3DbW7Wyjsz+ISVFYOa+A5eVuMra8RqBuKygK6Tff\nQvZ9a7B40854zKqiNNLcNvY09J338KQrTTcMfrpW493dHQAc6xjh1+sbmFORRWVhGn3DIboHQ3T1\nBwlG4ty+pJSbr0n9woWGYeCL+cd++e4KdtPm66Dd30k4ETnl2GxHJtUZlRS5C0aDnHzyXDkXlc3J\nkp6Bd8lSvEuWApDw+0ezxmmE6uuTawodbWDw9T+AomAvKcVZq45lj7Oknfm+uFgVJy1kunJe4Rn3\n64bB5r2d/Pbdo4wEY9y5vIx7V1YAcMOCIl7e3MRb77fxoaVlFzz/YyrYf6yf779yEN/o0D+Hzczi\n2lzmVGVx4NgA2w/3EI0nkxJkeu1UFaeRm+4gN8PJ8jkFFGSdWNzyoZUlLIk00fbORop+14Yfg4TZ\nimXxCuZ9/H7CGeMnoIjEEnQPBHE7rHhd1lMCr/PhsNgp85bg63exY2M/TvsivvLJxeRlnihbNBHD\nH0tm6PNHA2MJGvoDIzT19ROMBzDbYiSUCMF4kJFYN8PDXTB8oX/RS5PvyqMmo5Kq9ArK0krId+VK\nkCOEEFOUBD6TiK4b/Pi1Q/iCMQwDdh3pY9eR5ORZk6Jw/fxC7l5ehmP/+/R+71sEggHsFZXkf/Jx\nHGXlZ31ck6KwcEYOG/Z0cLRjmJqS1K4joxsGP3ldY8OeDsryPHxhzVwONA6wZX8X+xsH2N+YnItg\nNinkZDhZMa+Ah26ZMWHlMwwDfyxAb6iP3mB/chvqpyeY3IbioVOOV1DId+dR6imixFtEqaeYEm/R\nFV193ezx4Fm4CM/CRQDo4TChY0cJ1SeTJYSPHSXS2sLQ228CYCsoPBEI1apYsy6+56w0z4PZpNDU\nOXLGffUtg/z3r3bR2OnDZjXx4M3V3LG0bKwXy2m3cMviYl7Z0symvZ3cujj1wexEiSd0XtrYyB+2\nNmMxJxfbDUcTbD3Qzeb9XWzen0zPnpvhYNWCIlbMLSTTe+YQRj0SIbB3D766bQT27YF4nBIgklvM\nDncVW03FRIdtVL/SRnne0NgPKC6HhYNNA+w91s/h5iHiiRMZ32xWEx6nFbvVPHZxOSzkZ7rIz3KS\nn+miKMdNmvvELMGOvgDffnE/igJffGDeKUEPgM1sJcucSZYj87z+Prqhj2Ug9EUDY70zoXiYYCxI\nTI+PLkCrn7LgrGHoycVoDQOD0xefHT1e17GZbTgtDlwWJw6Lg0J3HjMyqkm3pz5xghBCiIkhgc8k\n8taONho7fSyfk88T98xmJBCltddP71CYOZVZZBphun/8bYYPHsDkcJD78U+QcfOt57Wq+qKaZOCz\n60hfSgMf3TB49rXDbNzbSVm+h794eBEep5WCLBe3Li6hayBI/3CY3Ewn2Wl2zFdoxfhoIkp/eJD+\n0AB94QH6QwMnbof6z+i9gWRq2mxnNrUZVeSPZbrKo9CdP5a5KVVMDgfu2XNwz54DgB6LEWlqJDga\nCIUaGohuWM/whvUAWHJycNWcFAjl5Z/3pGyb1UxxjpuWHj/xhI7FnKyj329u5MWNjQAsm53PgzdV\njzsx/bbFpby+rZW1dS3ctKjostfxoC/Cu7vb2bK/C7fTyj3XVXBN7cSulXSyhK6z/9gAr2xp4mjH\nCHkZTr6wZg4VBcleuA+vqqKhbZjDzYPUlGaglmWcMbdFj0YJHjyAb/s2/Lt3YUSS709bURHepcvx\nXrsMW34+cwyDa5sGeXtHG3uP9nG0bfzuk5JcNzOK0wnHEviCMfzBGP5QDF8wRn8sPNbjdLq8TCc1\nJenMKE7n1feaCUXiPHHvbGpLL/0zxaSYxoZ8Fly5kZpCCCGmMQl8Jom+4RAvbjiGx2nl4VtrUBSF\ndI99bMG+kW1baf75T9CDQVxz55P/ycexZp3/WiezKzKxW83squ/lwZuqU/Yl8Pm3jrBxbyflBV7+\n/KGFZ0xwL8hynTKU51KE4iHa/V30BHtPCXD6wgP4ov5xz7GarOSOZqrKdeWMXs8h15VNhj39qhkC\nY7Jak3N+amrh7nsxEgkirS2jc4Q0QkfqGXlvMyPvbQbAnJ6OczQQclRUYS8tPWfq84rCNFp6/HT0\nBSjL97KrvpcXNzaSl+Xi03eoqGVn/5U/zW3j+vmFrN/VTt3BHrLTHew71s++Y/2kuWx86aPzx4Kp\nC9HQPsza0cn+umFgt5npHwnzrRf3UZbvYc31VSyYkX3Z3/uGYRCN6QTCMRJ6ckq8YRiEI8lMZZv3\ndzLsT84hWTorj0/dMROn/cRHr0lRqC3NOCN4iPX2Eti3h8C+vQS1wxjR5GNYc3OTwc7SZdiLT+0x\nMykKcyqzmFOZhTfdyd7D3bT3Bmjr9eMLRqktzWBeVfYHZkrTDQN/KEbPQIiugSDdg0Fauv00tA+x\neV/X2OLB962s4Lo5BZf6JxRCCCEmhAQ+k4BhGPx0bT2RWIJHV9eS5jrRe5AIBuj56bP4tteh2O3k\nPfY46atuvOAvb1aLmblVWezQeuns/+BsXFfC+4d7eGtHG8U5bv7i4YW4HZee1cswDAZCQzQMtdAb\n7KMv1E9HoJt2fwf94cEzjjcpJrLsGRRlziDbkVwoM8eRSfboopleq2dKpqNVRhMgOCoqyVx9B4au\nE+3sGBsaF6yvx/9+Hf7365InmM3YS8uS51RW4qiowlZYONa7WFHoZcOe5EKmdpuZH7x6EJvFxFc+\nvRSP9YODljuWlvLu7na+/8rBM+5bW9fC3ddVXNDr27S3k2deO4xuGJTle7h5UTHLZucz6Ivw8uYm\n6g52843f7mXJzDyeun/OGXUcjSV45vXDWMwmls7MY2Z55rjBl2EYdPQF2KH1sudoHwO+CIFQ/JRh\nY6dz2S3cfE0x188rpLLw7HOtjHic0JF6AnuTwU60q3PsPltRMe558/EuuRZ7ReV5vUcdNguVhWnn\nfM6zMSkKaS4baS7bWLY4SA7Hbe8LUN86hGEY02qoohBCiKufBD6TwLZD3ew71s+cikxWzD3x62m4\nqZHO736bWF8vjhk1FHzmCWx5eef9uIZh0BPqo3mkFQWF3LIApq5e3j68l7sWzyTDnobZNDGTy/uG\nQvz4tcPYrCaeWjP3vIKemB4nFE+uRj8YHmIwMsRgeHh0O8RgJLmIZ1yPn3Gux+pmZmYNxd5CClz5\n5DizyHZkTehrnswUkwl7cQn24hIybr4VwzCI9fQQajhCuKmRcOMxom2tRJoaGV4/eo7dgaO8HHtZ\nGWVpeeRHhjjS1MfbO9oJRRJ87p5ZVBal09v7wYs05mW6uH1JKbsb+phdkcX8qmzK8j38n2ff53eb\nmlis5p1Xz59hGLy2rYXfrD+K22HhqTVzmVV+Yi2VwmwLn79vDvesqODZ1w7z/uEeXi/0cuey8lMe\n4ydrNbYe6AaSQZTHaeWa2hxy0p3EEzrxhEEkmuBA0wBdA8msimaTQnaag6w8B26nBbfDisWkgAKK\nomBSFGaWZ3BNTe64yQP0cJhw47HRJBX1hI42jA1hU2w23AsW4p43H/e8+VizJ0c2RpNJoTTPQ2ne\n1ZFSXgghhDiZYhjGBx81CfT2+iZVQXNzvef1Be9cdN1g15FefrJWIxJN8A+fW0ZehjO5/ss7b9P7\nq+cxEgmy7r6X7PvWnNdcnnA8jDZ4lIMDGof66+kPD5z1WAWFDHv6WDCgoGAYCv5gDKvFjN1qwW6x\nYDWbsZlt2M12bGYrdrMd++jt5NaGxWTBoliwmpNbiyl5sZosJHSDb720i5a+Ye5aWUxtuQf/6CTm\nwElb/+g2GAsSjIeIjRPQnCzN5iXTnkFhei5eU1pyLRJnNvmuPNJs3inZczOR9FiMaFvrWCAUbmok\n2tk5moM4KYFCvy0DpbCY2cvmkjdXJeTKwJyecVF///cP9/Dtl/ajlmbwl48sOuc6Lrph8PzbR3jr\n/Tay0ux8+WMLz51eOxDlqz+uwxeI8VePLBobWvb2jjZ+/mY9lYVeHrxpBjvqe3n/cA/DgegZj2Gz\nmJhXnc3i2lzmV+fgcpz/b0fx4aHRIOcIoYYjRFqaQT8pwUBBIa65c3HPW4CzthaT9dLmjV2Ozyhx\n+Uh9TB5SF5OH1MXkMdXqIjfXO+4XCAl8LtKlvEFi8QSb93exdlsL3YMhFOATq2u55ZoS9HCY7md/\nhG97HWaPl4LPPYl77ryzPpZu6LT7OznYr3FooJ6jw03oRvLLlNPiQM2soSazCrNiJpaI8vauFnp9\nPhbP9eJPjDAQHmQk6hs7J9VcFicuqyu5tThxWp14rW4y7RlkONLJtGeQ6cggw542lhZ6qjXWyUyP\nRIi0tRJpbeG9t3fgGOgmPzaE5bQg1eR0YisoxFZYOLotwlZYhDU3F8V89h43wzD47xf2setIH4/f\nOZNVC4rOeuwzrx1mw54OinLcfPljCz5w3gqA1jLI136xmzS3la9+ZindA0H+7blduBwW/vfj1449\nhq4bNHaOEI4msJgVzGYTFrNCYZYbu+3cPYZGPE60syP5d2prJdKa3CZGTsqCd3ztpRk1yblY1TMw\ney9vdjFpF5OL1MfkIXUxeUhdTB5TrS7OFvjIULcJ1tbj579+vYdBXwSLWWHVgkI+tLSMwmw3sf4+\n2r/5daJtrThm1FD45FPjJjDwRf0cHjgy1qvjiyUn6isolHlLmJ1dy6wslYq00jOGdSl9bfz0jXri\n7ly+vGbu2K/yhmGwaW8nP379INXFacwuz6B3JET/cIhjXcPoSpzbri1k2bwcYokokUSEyOg2mogS\n1xPEjDhxPXmJ6XF8oTC9wwGae3w4LXaum1WM2+bAbrbjtrrxWF24rW7cVhceqxuX1XnVJA+Yrkx2\nO87qGTirZ2Dx1PDWrnb+9KPzSI+MEGltxTzYw9DRJqKdnYRbmgk3HjvtAUxYs7Kx5ORgzcnBmpOb\n3GbnYs3NwZyWzqOrVQ41D/LLdQ3Mr84+Y1FbgNYePxv2dFCS6+GvHll0RpKMs1HLMnngxip+s/4o\n33lxP10DQQwDvnD/3FMCJ5NJobo4/ayPYyQSxAcGiPX1jl76iPX2EmlvS87NSSROOd6SnY17wUIc\nVdU4a2pxVFRisqU2E6AQQggx3UjgM4E6+wP8+/O7GAnG+NDSUlZfWza2TkfoSD0d3/4mCZ+P9Jtu\nIe/hR1AsJ6pnODLCrt597OrZy9GhJpK5o5LDvZYVLGZ2Vi0zs2rx2M6dtOCGBUXUHephh9bLH7Y2\nj00iH/RFeH7dERxWK5+/dx456SdWeW9oH+Y7L+3nzU1DdHWY+ew9sxgYCXOoeZBDzYP0DBh43S4y\nPHYy3HZiCZ2DTQP0DYcBsFpM/NmjiykvkPUyppLbl5Ry+5LS0VtubAWF5OZ6cY3+YmQkEsR6e4l2\ndRLt7EheuruJ9fUROnyI0HgPajZjSUvjjyxOWgIKu/69jnnzKzCnp2NJT8fs9mByOlm/pQ13PMRH\nV87EfQHDzQDuWFZGfesQe4/2A/DQLTOYVZ6JYRjooSAJn4+E3z+69ZHw+Ue3PmID/cT6eokPDJwy\nTO04xW7HUV6BvaQUe2kp9pJSbMUlmF1Xbk0nIYQQQpwfGep2kS60S7BnMMi//HwnQ/4oj44Oaztu\neNMGun/6LBgGeR9/lIybbwFgKDLM7p797OzZy7HhZLCjoFCVXs7cnFnMzlIp9hRe8FyKkUCUv39m\nO0P+CH/2sQXMqcjiv361h/2NA2cdXuQLRvne7w9yoHEABTi5MrwuK4FQHP2k95LTbmZmWSZzK7OY\nX51DdvoHD0O6WFOte/Zqdr51oceixPuTQUSst49Yf18yoBgcJDE8THxkeCx98wcymTA5nJicDhSr\nNTkXTjEltyYTivnEbUPXMWIxEtEoQ0MBbCRwmAyMWAwjFjuvpzOnZ5zorco93muV7LmyZGWf11y8\niSDtYnKR+pg8pC4mD6mLyWOq1YUMdUuh/uEwX/vFLob8UR6+ZcZY0GMYBv0vvcDAq7/H5HZT9NQX\nMc2o4t22Lezo3s2x4eaTgp0Krsmbz8K8uWTYzz4E53ykuW08/eF5/MvPd/A/vzvALdeUsL9xgLmV\nWdwwv3Dcc7wuG3/24AJe3drMjsM9lBV4mV2eyczyTDI8dnTDwBeMMeyPoBsGpXmeK7b4qLj6may2\n5NyfgvHfb4Zh0NbWzzee3UyBLc6nVxWj+H3owQD7D3fQ3TXArAIXmTYDPRRCD4fRQ0H0QBDD0JO9\nMbqOcdoWsxmT1YpitZLhsqJYnSiW5G2T1YrJ5cLs9WL2eDF7PMmt98R1S2amDFETQgghrlIS+Fxh\nwXCMrz2/i/6RCA+sqmL10jIgOQG6+2fPMrJpI9a8fLKf/iPejTbwzpZfEogHUVCozqhgUd58FuZe\nerBzuqqiNB5drfLMa4f5/ZYmnHYLj98585y9RyaTwr0rKrh3RcWZ9ykK6W4b6W75UigunaIolJbm\nsHTlHF7b1sI7kVw+cttyRgJRnqvfQtoMGx/5wnIJroUQQghx3iTwucJ+8dYRegZD3LmsjHtGAwY9\nEqHzu98isG8v5rJSDq5ZzLqGHxJOhHFZnNxVeTvXFy0j3X7hCw9eiFULimjq8rF+VzuP3FZzXlmx\nhJhI962spO5QN69va+G6OQVsPdhNLK7zoaWlEvQIIYQQ4oJI4HMF7T7Sx+b9XZQXeHngxioAEn4/\nrV//d6KNTfSUpvObZSFifVvwWN3cX3Enq4qvw2GZuADksdW13HNduQQ9YlKy28w8cnst3/ztPp55\n/TCdfQE8Tis3nCPNtRBCCCHEeCTwuUL8oRjPvn4Yi1nhc3fPwmwy0d7VQO/Xv4Grd4RDFQ7eXm6n\nOquapQXXsDh/ATbzxA8TUxRFgh4xqS2qyWXhjBx2N/QBsOb6SuzWc6+lI4QQQghxOgl8rpDn3qpn\nOBDlw6sqGFBaeGXTO8x7cSc5wwm0mRnYP3IvXy28hixHZqqLKsSk98jtNRxsHkBB4ZbFJR98ghBC\nCCHEaSTwuQJ2aL1sO3qUnJl9bNE3s3HrEA+sGyJrJEF8xTXc9fjTZywsKoQ4u5x0J3/x8CIMwzjv\nxUqFEEIIIU4mgc8F0nWdv3vre/iNfhTDhEkxYcKEASR0Hd1IEDfiOOb7CQDZfisfXx/GMZIg8467\nyPnIgxe87o4QAmYUX97MhkIIIYSYXiTwuQjhRIC4OYhh0kHRQRlduNNQUDChGAqFtnLuLFpE1o9e\nJjYUIOvue8le84AEPUIIIYQQQqSABD4XyGQy8R93/jm5uV56ekaIJwyi8QRWswmrxTQW2CSCAdq+\n9q9EurrIXH2HBD1CCCGEEEKkkAQ+l0BRFKwWBavl1PVE9HCY9v/3n0RaW0i/8WZyHnxIgh4hhBBC\nCCFSSFYAvMz0WJT2//464WNH8V63grxPPCZBjxBCCCGEECkmgc9lZOg6XT/8AaHDh/AsWkzB459F\nkdXlhRBCCCGESDn5Vn4Z9f36l/jfr8NZU0vBk59HMUvKaiGEEEIIISaDi57jo6rq3wD3ATbg28C7\nwDOAAewHntY0TVdV9Qng80Ac+EdN015RVdUJ/AzIA3zApzRN672UF5Jqg2+uZfDNtdgKiyh6+kuY\nrLZUF0kIIYQQQggx6qJ6fFRVvQlYAawEbgRKgf8EvqJp2g2AAtyvqmoB8KXR4z4E/LOqqnbgKWDf\n6LE/Ab5yia8jpXzvb6f3V89jTs+g+E+/jNnjSXWRhBBCCCGEECe52B6fDwH7gBeBNOAvgSdI9voA\nvAasBhLAZk3TIkBEVdUGYD5wPfBvJx37dx/0hJmZLiyWyTV0LDfXi0+r58gPv4fJbmfuV7+Cp6oy\n1cWalnJzvakughgldTF5SF1MLlIfk4fUxeQhdTF5TIe6uNjAJwcoB+4BKoGXAZOmaaMreeID0kkG\nRcMnnTfe/uP7zmlwMHiRRb0ycnO9dNS30PJP/4oRj1P09B8T8uYQ6vWlumjTTm6ul175u08KUheT\nh9TF5CL1MXlIXUweUheTx1Sri7MFcRcb+PQDhzVNiwKaqqphksPdjvMCQ8DI6PVz7T++76qSiETo\n+NY3SAwPkfuxj+OeOz/VRRJCCCGEEEKcxcVmddsE3KGqqqKqahHgBt4enfsDcCewEagDblBV1aGq\najowi2Tig83AXacde9UwDIOGb36LSFMjaStvIOP21akukhBCCCGEEOIcLqrHZzQz2yqSgY0JeBpo\nBL6vqqoNOAT8RtO0hKqq3yAZ2JiAv9U0Layq6neAZ1VV3QREgUcuw2uZMIOvvUrfxs04qmeQ9+gn\nZYFSIYQQQgghJrmLTmetadpfjbP7xnGO+z7w/dP2BYEHL/a5U8kwDAZeexVbTg5Ff/THmKzWVBdJ\nCCGEEEII8QEuOvCZrhRFofhP/5z8mnJGdAl6hBBCCCGEuBpc7Byfac1ZPQN7dlaqiyGEEEIIIYQ4\nTxL4CCGEEEIIIaY8CXyEEEIIIYQQU54EPkIIIYQQQogpTwIfIYQQQgghxJQngY8QQgghhBBiypPA\nRwghhBBCCDHlSeAjhBBCCCGEmPIk8BFCCCGEEEJMeRL4CCGEEEIIIaY8CXyEEEIIIYQQU54EPkII\nIYQQQogpTwIfIYQQQgghxJQngY8QQgghhBBiypPARwghhBBCCDHlSeAjhBBCCCGEmPIUwzBSXQYh\nhBBCCCGEuKKkx0cIIYQQQggx5UngI4QQQgghhJjyJPARQgghhBBCTHkS+AghhBBCCCGmPAl8hBBC\nCCGEEFOeBD5CCCGEEEKIKU8CHyGEEEIIIcSUZ0l1Aa4mqqqagG8DC4AI8DlN0xpSW6rpRVVVK/Aj\noAKwA/8ItAKvAEdGD/uOpmm/TEkBpxlVVXcCI6M3G4F/Ap4BDGA/8LSmaXpqSjd9qKr6OPD46E0H\nsBC4DmkXE0pV1WXAv2qadpOqqjMYpy2oqvoE8HkgDvyjpmmvpKzAU9hpdbEQ+CaQIPm/+5OapnWr\nqvp14HrAN3ra/ZqmDaemxFPbafWxiHE+m6RtTIzT6uJ5oGD0rgpgq6ZpD0/ltiGBz4VZAzg0TbtO\nVdXlwH8A96e4TNPNo0C/pmmPqaqaBewG/gH4T03T/iO1RZteVFV1AIqmaTedtO9l4Cuapq1XVfW7\nJNvHiykq4rShadozJL9ko6rqt0j+OLAYaRcTRlXVvwIeAwKju/6T09qCqqrvAV8ClpAMUDepqvqm\npmmRlBR6ihqnLr4O/LGmabtVVf088NfAl0m2kQ9pmtaXmpJOD+PUxxmfTaqqFiBt44o7vS40TXt4\ndH8m8A7wZ6OHTtm2IUPdLsz1wOsAmqZtJdlAxcT6NfB3o9cVkr8MLQbuVlV1g6qqP1RV1Zuy0k0v\nCwCXqqpvqKq6bvTHgMXAu6P3vwbclrLSTUOqqi4B5mia9j2kXUy0o8ADJ90ery0sBTZrmhYZ/fW0\nAZg/oaWcHk6vi4c1Tds9et0ChEdHcNQA31NVdbOqqp+Z6EJOI+O1jdM/m6RtTIzT6+K4vwe+qWla\n51RvGxL4XJg04OSuvoSqqtJrNoE0TfNrmuYb/aD8DfAVoA74S03TVgHHgP+dyjJOI0Hg34EPAV8A\nfk6yB8gYvd8HpKeobNPV/yL5DwykXUwoTdN+C8RO2jVeWzj9f4i0kSvg9LrQNK0TQFXVFcAXgf8C\n3CSHvz0K3AH8kaqq8kX7ChinbYz32SRtYwKMUxeoqpoH3MroqAGmeNuQwOfCjAAn/2pq0jQtnqrC\nTFeqqpaS7JL9qaZpzwEvapq2Y/TuF4FFKSvc9FIP/EzTNEPTtHqgH8g/6X4vMJSSkk1DqqpmAKqm\nae+M7pJ2kVonz2073hZO/x8ibWSCqKr6EPBd4G5N03pJ/nDzdU3Tgpqm+YB1JHuxxZU33meTtI3U\n+SjwnKZpidHbU7ptSOBzYTYDdwGMDuvZl9riTD+qquYDbwB/rWnaj0Z3r1VVdeno9VuBHeOeLC63\nz5Cc54aqqkUkf7F7Q1XVm0bvvxPYmJqiTUurgLdPui3tIrV2jdMW6oAbVFV1qKqaDswimfhAXEGq\nqj5KsqfnJk3Tjo3urgU2q6pqHk2acz2wM1VlnGbG+2yStpE6t5EcjnvclG4bMkzrwrwI3K6q6haS\n80s+neLyTEf/C8gE/k5V1eNzfb4M/JeqqjGgC3gyVYWbZn4IPKOq6iaSmas+A/QB31dV1QYcIjkc\nUUwMleSwkeOeAr4p7SJl/pzT2oKmaQlVVb9BMggy/f/t2qGNQlEQhtGfbDFTJIIetgTw9ICjAbIZ\nSwko3EOgCAL5wuw5+opr5t58ySTZdvd9zUtOV1U/SX6TXJMcqypJTt290w/zIwAAAFdJREFUq6pD\nknOeqz/77r6sd9N/5e1t6u6b2VjNy9/R3X+TZ2OzLMvnUwAAAF/MqhsAADCe8AEAAMYTPgAAwHjC\nBwAAGE/4AAAA4wkfAABgPOEDAACM9wBANwMsWUTHeQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x117008d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "best poly = 4, zoom=False\n"
     ]
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "tc_range = ['btc', 'ltc']\n",
    "show_range = ['180', '360', '720', '1080']\n",
    "offset_range = ['0', '60', '120', '180', '250', '360', '720']\n",
    "step_x_range = ['0.8', '1.0', '1.2', '1.5', '1.8', '2.0']\n",
    "_ = interact(show_tl, tc=tc_range, show_cnt=show_range, offset=offset_range, step_x=step_x_range)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过上面的数据分析和可视化分析，对比特币使用和之前策略相同的参数和策略组合和参数分配其实是不合适的，因为币类市场的振幅实在是太大，而且走势分布混乱，止盈止损的设定也并不清晰，实际上最适合的量化策略是做一些统计套利策略，关于高频统计套利相关策略，会在之后的章节使用比特币，莱特币做为示例。\n",
    "\n",
    "下面我们本节先不管回测结果如何，先和之前使用的策略一样的情况下进行回测示例。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 比特币，莱特币市场的回测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与A股市场，港股类似首先将abupy量化环境设置为E_MARKET_TARGET_TC代表币类市场，代码如下所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 设置市场类型为港股\n",
    "abupy.env.g_market_target = EMarketTargetType.E_MARKET_TARGET_TC\n",
    "\n",
    "#买入因子，卖出因子等依然使用相同的设置，如下所示：\n",
    "read_cash = 1000000\n",
    "\n",
    "# 买入因子依然延用向上突破因子\n",
    "buy_factors = [{'xd': 60, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "# 卖出因子继续使用上一节使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "继续使用run_loop_back进行回测，之前示例回测都是使用n_folds参数，下面换一种写法示例，使用start， end做为参数:\n",
    "\n",
    "* start='2013-09-01'\n",
    "* end='2017-07-26'\n",
    "\n",
    "choice_symbols=None或者使用['btc', 'ltc']都行, 如果使用None则做全市场测试，但是由于币类市场中暂时只有btc和ltc，所以这里传递['btc', 'ltc']和传递None的结果是一致的。\n",
    "\n",
    "下面通过：\n",
    "    \n",
    "    abupy.beta.atr.g_atr_pos_base = 0.5\n",
    "    \n",
    "调整了默认仓位管理的控制参数，仓位管理类默认使用的是AbuAtrPosition, 调整abupy.beta.atr.g_atr_pos_base=0.5的作用可理解为将每一笔交易的买入资金基数设置为初始资金数50%，g_atr_pos_base默认值为0.1，即10%的资金量做为买入基数。\n",
    "\n",
    "之所以需要调整资金管理的仓位基数是因为回测中的股票池只有两支btc, ltc，为了提高资金利用率，所以需要调整g_atr_pos_base值。\n",
    "\n",
    "备注：实际上不必特别在意abupy.beta.atr.g_atr_pos_base仓位，根据回测结果中的策略资金利用率比例不断调整就行，而且策略资金利用率比例不仅和回测中使用的股票池的数量有关，和回测中使用的买入策略数量也相关，比如下面的回测虽然把每次买入时的仓位调整的很高了，但是策略资金利用率比例依然不高的原因即是因为使用的买入策略只有两个，如果有多个策略且策略生效频率很高，即使股票池只有一支股票，策略资金利用率也可以很高。\n",
    "\n",
    "关于仓位管理的更多详情请阅读AbuPositionBase，AbuAtrPosition或者《量化交易之路》中的相关内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 注意这里把atr资金管理的仓位基数设置为0.5，即50%\n",
    "abupy.beta.atr.g_atr_pos_base = 0.5\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2013-09-01',\n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=None)\n",
    "ABuProgress.clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:43\n",
      "胜率:51.1628%\n",
      "平均获利期望:35.8877%\n",
      "平均亏损期望:-10.0494%\n",
      "盈亏比:4.8866\n",
      "策略收益: 392.9862%\n",
      "基准收益: 2036.0891%\n",
      "策略年化收益: 69.4965%\n",
      "基准年化收益: 360.0663%\n",
      "策略买入成交比例:69.7674%\n",
      "策略资金利用率比例:14.4106%\n",
      "策略共执行1425个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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e0mD83rj8P1bKFwglnNkyGEILAAAAMMnEt4dJUqFj9GKBzWqRzTq0gER7GAAA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11e159518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从收益曲线对比上发现完全输给了基准的收益，虽然策略收益也有: 392%，但是既然做了高风险的产品，没有高的收益是不对的，不要认为这是贪心，俗话说操着卖白粉的心, 赚着卖白菜的钱，就是这种情况。\n",
    "\n",
    "备注：币类市场使用的基准大盘就是比特币\n",
    "\n",
    "要想改善突破策略收益最简单的方式就是如下方式："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 卖出因子只使用AbuFactorAtrNStop，且止盈止损参数都设置100\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 100, 'stop_win_n': 100,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    ]\n",
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2013-09-01',\n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=None)\n",
    "ABuProgress.clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:0\n",
      "胜率:0.0000%\n",
      "平均获利期望:0.0000%\n",
      "平均亏损期望:0.0000%\n",
      "盈亏比:0.0000\n",
      "策略收益: 1468.0266%\n",
      "基准收益: 2036.0891%\n",
      "策略年化收益: 259.6089%\n",
      "基准年化收益: 360.0663%\n",
      "策略买入成交比例:4.6512%\n",
      "策略资金利用率比例:94.8652%\n",
      "策略共执行1425个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAAAww9i2O9Ni+QwZOaGlsTZQ9P0HzlqpZ7e9IEm66ZXf6oktz0iS6vx1mY0l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\nCS58+MoOAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d7e26d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "哈，如上所示，其实这就是自己骗自己，卖出因子只使用AbuFactorAtrNStop，且止盈止损参数都设置100即就是买入后就不卖出了，我倒是相信大多数人亏损的时候可以做到不卖出，将亏损的部分坚持持有，对外声称自己是价值投资者、基本面分析者，认为应该长期持有、长线投资，但稍微有了一点利润后就肯定要着急兑现，盈利了那么多之后还能一支持有的其实很了不起。\n",
    "\n",
    "交易中应该追求的是让利润尽情的奔跑,让亏损尽快的止损，但大多数人做的都是让亏损尽情地亏损，让利润尽快地兑现。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面使用正经的方法做策略参数选择，首先买入因子沿用之前的60，42天突破就是很大的问题，币类市场的趋势周期从上面的数据分析看明显要小于这两个值，那么到底选择什么值合适呢，这里可以使用abu量化文档‘第七节 寻找策略最优参数和评分’来进行参数选择，下面单只从突破周期介绍使用另一种方法。\n",
    "\n",
    "使用abupy中的ABuKLUtil.resample_close_mean函数，首先针对之前章节做回测的tsla进行数据进行resample_close_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>resample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5D</th>\n",
       "      <td>0.0340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10D</th>\n",
       "      <td>0.0468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21D</th>\n",
       "      <td>0.0683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42D</th>\n",
       "      <td>0.0805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60D</th>\n",
       "      <td>0.1002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90D</th>\n",
       "      <td>0.0931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120D</th>\n",
       "      <td>0.0939</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      resample\n",
       "5D      0.0340\n",
       "10D     0.0468\n",
       "21D     0.0683\n",
       "42D     0.0805\n",
       "60D     0.1002\n",
       "90D     0.0931\n",
       "120D    0.0939"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.resample_close_mean(ABuSymbolPd.make_kl_df('usTSLA'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "关于ABuKLUtil.resample_close_mean的作用这里不过多讲解，有兴趣自行阅读源代码，这里实际上只需要知道一点，使用周期突破的策略选择的周期应该是ABuKLUtil.resample_close_mean返回值在0.08左右范围的重采样周期。\n",
    "\n",
    "观察上面resample_close_mean针对tsla数据的结果60D, 42D都是在0.08左右，所以之前一直使用的突破策略选择60日突破和42日突破都是适合tsla做为策略使用的。（实际从上面可以看出21d，42d，60d，90d，120d其实都可以适应tsla，且基本适应大多数股票交易品种）\n",
    "\n",
    "下面使用resample_close_mean针对比特币，莱特币数据："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>btcresample</th>\n",
       "      <th>btc365resample</th>\n",
       "      <th>ltcresample</th>\n",
       "      <th>ltc365resample</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5D</th>\n",
       "      <td>0.0546</td>\n",
       "      <td>0.0491</td>\n",
       "      <td>0.0639</td>\n",
       "      <td>0.0728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10D</th>\n",
       "      <td>0.0847</td>\n",
       "      <td>0.0760</td>\n",
       "      <td>0.0958</td>\n",
       "      <td>0.1147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21D</th>\n",
       "      <td>0.1490</td>\n",
       "      <td>0.1447</td>\n",
       "      <td>0.1603</td>\n",
       "      <td>0.2230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42D</th>\n",
       "      <td>0.2610</td>\n",
       "      <td>0.2383</td>\n",
       "      <td>0.3045</td>\n",
       "      <td>0.5397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60D</th>\n",
       "      <td>0.3676</td>\n",
       "      <td>0.3278</td>\n",
       "      <td>0.4135</td>\n",
       "      <td>0.7749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90D</th>\n",
       "      <td>0.4067</td>\n",
       "      <td>0.4875</td>\n",
       "      <td>0.5997</td>\n",
       "      <td>1.5244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120D</th>\n",
       "      <td>0.3779</td>\n",
       "      <td>0.6344</td>\n",
       "      <td>0.7314</td>\n",
       "      <td>2.1204</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      btcresample  btc365resample  ltcresample  ltc365resample\n",
       "5D         0.0546          0.0491       0.0639          0.0728\n",
       "10D        0.0847          0.0760       0.0958          0.1147\n",
       "21D        0.1490          0.1447       0.1603          0.2230\n",
       "42D        0.2610          0.2383       0.3045          0.5397\n",
       "60D        0.3676          0.3278       0.4135          0.7749\n",
       "90D        0.4067          0.4875       0.5997          1.5244\n",
       "120D       0.3779          0.6344       0.7314          2.1204"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ABuKLUtil.resample_close_mean({'btc': btc, 'btc365': btc365, 'ltc': ltc, 'ltc365': ltc365})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从输出可以看出10d以上就已经不适合比特币和莱特币做为周期参数了：\n",
    "\n",
    "    10D\t0.0847\t0.0760\t0.0958\t0.1147\n",
    "    \n",
    "下面的回测使用10d和12d，且修改止盈参数stop_win_n从3.0至7.0：\n",
    "\n",
    "备注：止盈参数的设置本来就要随着做的品种的风险而定，风险越大的，止盈也必要要提高，否则不管怎么优化其它策略，参数收益都不会高，7.0也只是我随意写的数，读者可尝试使用其它值测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# xd: 10, xd: 12\n",
    "buy_factors = [{'xd': 10, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 12, 'class': AbuFactorBuyBreak}]\n",
    "\n",
    "# stop_win_n：3.0->7.0\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 7.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "abu_result_tuple, kl_pd_manger = abu.run_loop_back(read_cash,\n",
    "                                                   buy_factors,\n",
    "                                                   sell_factors,\n",
    "                                                   start='2013-09-01',\n",
    "                                                   end='2017-07-26',\n",
    "                                                   choice_symbols=None)\n",
    "ABuProgress.clear_output()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:229\n",
      "胜率:51.0917%\n",
      "平均获利期望:46.7237%\n",
      "平均亏损期望:-9.3463%\n",
      "盈亏比:6.8304\n",
      "策略收益: 2138.7616%\n",
      "基准收益: 2036.0891%\n",
      "策略年化收益: 378.2231%\n",
      "基准年化收益: 360.0663%\n",
      "策略买入成交比例:70.6897%\n",
      "策略资金利用率比例:38.3857%\n",
      "策略共执行1425个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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H2ZtJ5j03PV3LOTeenrI1tjujBJIbTD7y4q70sXjCLvp1Cp11laRaSdcEg8FH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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dcd17f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "AbuMetricsBase.show_general(*abu_result_tuple, only_show_returns=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上面的回测结果已经可以比肩基准收益，且读者可以发现这个的收益比上面那个一直持有不卖出的：\n",
    "    \n",
    "    'stop_loss_n': 100, 'stop_win_n': 100\n",
    "    \n",
    "收益还要好很多，而且更重要的是，采取了多种规避风险策略，止损参数依然使用1.0：\n",
    "\n",
    "    'stop_loss_n': 1.0, 'stop_win_n': 7.0,\n",
    "依然使用风险控制止损策略AbuFactorPreAtrNStop，且参数依然使用1.5\n",
    "\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5}\n",
    "依然使用风险控制止损策略AbuFactorPreAtrNStop，且参数依然使用1.5\n",
    "\n",
    "依然使用利润保护止盈策略AbuFactorCloseAtrNStop，且参数依然使用1.5\n",
    "\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "    \n",
    "另一点关于比特币，莱特币市场还有一点特殊即是买入数量非整数，精确到小数点后三位，最少交易数量为0.01个币，如下显示交易单的buy_cnt所示："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2013-09-29    968.117\n",
       "2013-09-29    968.117\n",
       "2013-10-10    937.465\n",
       "2013-10-12    934.364\n",
       "2013-10-21    596.213\n",
       "2013-10-30    275.019\n",
       "2013-11-03    372.791\n",
       "2013-11-15    104.432\n",
       "2013-11-15    104.432\n",
       "2013-11-28     33.106\n",
       "               ...   \n",
       "2017-06-07     16.361\n",
       "2017-06-07    964.902\n",
       "2017-06-17    908.975\n",
       "2017-06-20    718.460\n",
       "2017-06-22     20.591\n",
       "2017-06-24     23.401\n",
       "2017-07-04    721.415\n",
       "2017-07-05    726.382\n",
       "2017-07-21     18.441\n",
       "2017-07-22     18.385\n",
       "Name: buy_cnt, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "abu_result_tuple.orders_pd.buy_cnt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "之后的章节会讲解示例为比特币，莱特币专门定制的买入，卖出策略，请关注公众号的更新提醒。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#### abu量化文档目录章节\n",
    "\n",
    "1. [择时策略的开发](http://www.abuquant.com/lecture/lecture_1.html)\n",
    "2. [择时策略的优化](http://www.abuquant.com/lecture/lecture_2.html)\n",
    "3. [滑点策略与交易手续费](http://www.abuquant.com/lecture/lecture_3.html)\n",
    "4. [多支股票择时回测与仓位管理](http://www.abuquant.com/lecture/lecture_4.html)\n",
    "5. [选股策略的开发](http://www.abuquant.com/lecture/lecture_5.html)\n",
    "6. [回测结果的度量](http://www.abuquant.com/lecture/lecture_6.html)\n",
    "7. [寻找策略最优参数和评分](http://www.abuquant.com/lecture/lecture_7.html)\n",
    "8. [A股市场的回测](http://www.abuquant.com/lecture/lecture_8.html)\n",
    "9. [港股市场的回测](http://www.abuquant.com/lecture/lecture_9.html)\n",
    "10. [比特币，莱特币的回测](http://www.abuquant.com/lecture/lecture_10.html)\n",
    "11. [期货市场的回测](http://www.abuquant.com/lecture/lecture_11.html)\n",
    "12. [机器学习与比特币示例](http://www.abuquant.com/lecture/lecture_12.html)\n",
    "13. [量化技术分析应用](http://www.abuquant.com/lecture/lecture_13.html)\n",
    "14. [量化相关性分析应用](http://www.abuquant.com/lecture/lecture_14.html)\n",
    "15. [量化交易和搜索引擎](http://www.abuquant.com/lecture/lecture_15.html)\n",
    "16. [UMP主裁交易决策](http://www.abuquant.com/lecture/lecture_16.html)\n",
    "17. [UMP边裁交易决策](http://www.abuquant.com/lecture/lecture_17.html)\n",
    "18. [自定义裁判决策交易](http://www.abuquant.com/lecture/lecture_18.html)\n",
    "19. [数据源](http://www.abuquant.com/lecture/lecture_19.html)\n",
    "20. [A股全市场回测](http://www.abuquant.com/lecture/lecture_20.html)\n",
    "21. [A股UMP决策](http://www.abuquant.com/lecture/lecture_21.html)\n",
    "22. [美股全市场回测](http://www.abuquant.com/lecture/lecture_22.html)\n",
    "23. [美股UMP决策](http://www.abuquant.com/lecture/lecture_23.html)\n",
    "abu量化系统文档教程持续更新中，请关注公众号中的更新提醒。\n",
    "\n",
    "#### 《量化交易之路》目录章节及随书代码地址\n",
    "\n",
    "1. [第二章 量化语言——Python](https://github.com/bbfamily/abu/tree/master/ipython/第二章-量化语言——Python.ipynb)\n",
    "2. [第三章 量化工具——NumPy](https://github.com/bbfamily/abu/tree/master/ipython/第三章-量化工具——NumPy.ipynb)\n",
    "3. [第四章 量化工具——pandas](https://github.com/bbfamily/abu/tree/master/ipython/第四章-量化工具——pandas.ipynb)\n",
    "4. [第五章 量化工具——可视化](https://github.com/bbfamily/abu/tree/master/ipython/第五章-量化工具——可视化.ipynb)\n",
    "5. [第六章 量化工具——数学：你一生的追求到底能带来多少幸福](https://github.com/bbfamily/abu/tree/master/ipython/第六章-量化工具——数学.ipynb)\n",
    "6. [第七章 量化系统——入门：三只小猪股票投资的故事](https://github.com/bbfamily/abu/tree/master/ipython/第七章-量化系统——入门.ipynb)\n",
    "7. [第八章 量化系统——开发](https://github.com/bbfamily/abu/tree/master/ipython/第八章-量化系统——开发.ipynb)\n",
    "8. [第九章 量化系统——度量与优化](https://github.com/bbfamily/abu/tree/master/ipython/第九章-量化系统——度量与优化.ipynb)\n",
    "9. [第十章 量化系统——机器学习•猪老三](https://github.com/bbfamily/abu/tree/master/ipython/第十章-量化系统——机器学习•猪老三.ipynb)\n",
    "10. [第十一章 量化系统——机器学习•ABU](https://github.com/bbfamily/abu/tree/master/ipython/第十一章-量化系统——机器学习•ABU.ipynb)\n",
    "11. [附录A 量化环境部署](https://github.com/bbfamily/abu/tree/master/ipython/附录A-量化环境部署.ipynb)\n",
    "12. [附录B 量化相关性分析](https://github.com/bbfamily/abu/tree/master/ipython/附录B-量化相关性分析.ipynb)\n",
    "13. [附录C 量化统计分析及指标应用](https://github.com/bbfamily/abu/tree/master/ipython/附录C-量化统计分析及指标应用.ipynb)\n",
    "\n",
    "[更多阿布量化量化技术文章](http://www.abuquant.com/article)\n",
    "\n",
    "更多关于量化交易相关请阅读[《量化交易之路》](http://www.abuquant.com/books/quantify-trading-road.html)\n",
    "\n",
    "更多关于量化交易与机器学习相关请阅读[《机器学习之路》](http://www.abuquant.com/books/machine-learning-road.html)\n",
    "\n",
    "更多关于abu量化系统请关注微信公众号: abu_quant\n",
    "\n",
    "![](./image/qrcode.jpg)"
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